{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a0bceaeb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3615af22",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel('北京_产品运营_应届生.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "37121cc3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>人力</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>非营利组织</td>\n",
       "      <td>中关村标准化协会</td>\n",
       "      <td>['IT/互联网/软件']</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>项目助理</td>\n",
       "      <td>5-10k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>人力</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>非营利组织</td>\n",
       "      <td>中关村标准化协会</td>\n",
       "      <td>[]</td>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>项目管培生</td>\n",
       "      <td>薪资面议</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>航空/航天设备</td>\n",
       "      <td>北京中航智科技有限公司</td>\n",
       "      <td>['本科']</td>\n",
       "      <td>北京</td>\n",
       "      <td>应届</td>\n",
       "      <td>销售工程师</td>\n",
       "      <td>13-16k·14薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>高级经理</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>互联网</td>\n",
       "      <td>Baidu</td>\n",
       "      <td>['人工智能', '产品运营', '活动运营', '线下运营', '线上运营']</td>\n",
       "      <td>北京</td>\n",
       "      <td>NaN</td>\n",
       "      <td>产品运营-营销和生态方向</td>\n",
       "      <td>20-40k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>产品运营经理</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>北京智慧星光信息技术有限公司</td>\n",
       "      <td>['b端产品运营', '用户运营']</td>\n",
       "      <td>北京</td>\n",
       "      <td>NaN</td>\n",
       "      <td>产品运营实习生</td>\n",
       "      <td>2-5k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>35</td>\n",
       "      <td>猎头顾问/助理</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>['医疗健康', '互联网医疗']</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>好大夫-互联网医疗运营（限临床/预防/护理等医学专业）</td>\n",
       "      <td>10-18k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>36</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>['分诊', '核医学科', '医疗健康', '健康指导', '术后病人', '互联网医疗'...</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>健康顾问（15-20K，16薪）J10974</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>37</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>[]</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>医学专员（底薪15-20K，16薪）J10974</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>38</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>100-499人</td>\n",
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       "      <td>互联网医疗</td>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>[]</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>运营专员（10-20K，16薪）J10974</td>\n",
       "      <td>11-20k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>39</td>\n",
       "      <td>HR</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>互联网</td>\n",
       "      <td>北京医来伸手健康管理有限公司</td>\n",
       "      <td>['视频剪辑']</td>\n",
       "      <td>北京-昌平区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>视频剪辑</td>\n",
       "      <td>6-11k</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0 recruiter.recruiterTitle comp.compScale comp.compStage  \\\n",
       "0             0                       人力          1-49人            NaN   \n",
       "1             1                       人力          1-49人            NaN   \n",
       "2             2                     HRBP       100-499人             D轮   \n",
       "3             3                     高级经理       10000人以上           美股上市   \n",
       "4             4                   产品运营经理     1000-2000人            NaN   \n",
       "..          ...                      ...            ...            ...   \n",
       "395          35                  猎头顾问/助理       100-499人             D轮   \n",
       "396          36                     招聘经理       100-499人             D轮   \n",
       "397          37                     招聘经理       100-499人             D轮   \n",
       "398          38                     招聘经理       100-499人             D轮   \n",
       "399          39                       HR       100-499人          融资未公开   \n",
       "\n",
       "    comp.compIndustry   comp.compName  \\\n",
       "0               非营利组织        中关村标准化协会   \n",
       "1               非营利组织        中关村标准化协会   \n",
       "2             航空/航天设备     北京中航智科技有限公司   \n",
       "3                 互联网           Baidu   \n",
       "4               计算机软件  北京智慧星光信息技术有限公司   \n",
       "..                ...             ...   \n",
       "395             互联网医疗           好大夫在线   \n",
       "396             互联网医疗           好大夫在线   \n",
       "397             互联网医疗           好大夫在线   \n",
       "398             互联网医疗           好大夫在线   \n",
       "399               互联网  北京医来伸手健康管理有限公司   \n",
       "\n",
       "                                            job.labels  job.dq  \\\n",
       "0                                        ['IT/互联网/软件']  北京-海淀区   \n",
       "1                                                   []  北京-海淀区   \n",
       "2                                               ['本科']      北京   \n",
       "3             ['人工智能', '产品运营', '活动运营', '线下运营', '线上运营']      北京   \n",
       "4                                   ['b端产品运营', '用户运营']      北京   \n",
       "..                                                 ...     ...   \n",
       "395                                  ['医疗健康', '互联网医疗']  北京-朝阳区   \n",
       "396  ['分诊', '核医学科', '医疗健康', '健康指导', '术后病人', '互联网医疗'...  北京-朝阳区   \n",
       "397                                                 []  北京-朝阳区   \n",
       "398                                                 []  北京-朝阳区   \n",
       "399                                           ['视频剪辑']  北京-昌平区   \n",
       "\n",
       "    job.campusJobKind                    job.title  job.salary  \n",
       "0                 NaN                         项目助理       5-10k  \n",
       "1                 NaN                        项目管培生        薪资面议  \n",
       "2                  应届                        销售工程师  13-16k·14薪  \n",
       "3                 NaN                 产品运营-营销和生态方向      20-40k  \n",
       "4                 NaN                      产品运营实习生        2-5k  \n",
       "..                ...                          ...         ...  \n",
       "395               NaN  好大夫-互联网医疗运营（限临床/预防/护理等医学专业）  10-18k·16薪  \n",
       "396               NaN       健康顾问（15-20K，16薪）J10974  15-20k·16薪  \n",
       "397               NaN     医学专员（底薪15-20K，16薪）J10974  15-20k·16薪  \n",
       "398               NaN       运营专员（10-20K，16薪）J10974  11-20k·16薪  \n",
       "399               NaN                         视频剪辑       6-11k  \n",
       "\n",
       "[400 rows x 11 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "164c8983",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Unnamed: 0',\n",
       " 'recruiter.recruiterTitle',\n",
       " 'comp.compScale',\n",
       " 'comp.compStage',\n",
       " 'comp.compIndustry',\n",
       " 'comp.compName',\n",
       " 'job.labels',\n",
       " 'job.dq',\n",
       " 'job.campusJobKind',\n",
       " 'job.title',\n",
       " 'job.salary']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "59e2819e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>3</th>\n",
       "      <td>高级经理</td>\n",
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       "      <td>北京</td>\n",
       "      <td>NaN</td>\n",
       "      <td>产品运营-营销和生态方向</td>\n",
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       "      <th>4</th>\n",
       "      <td>产品运营经理</td>\n",
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       "      <td>计算机软件</td>\n",
       "      <td>北京智慧星光信息技术有限公司</td>\n",
       "      <td>['b端产品运营', '用户运营']</td>\n",
       "      <td>北京</td>\n",
       "      <td>NaN</td>\n",
       "      <td>产品运营实习生</td>\n",
       "      <td>2-5k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>猎头顾问/助理</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>['医疗健康', '互联网医疗']</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>好大夫-互联网医疗运营（限临床/预防/护理等医学专业）</td>\n",
       "      <td>10-18k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>招聘经理</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>['分诊', '核医学科', '医疗健康', '健康指导', '术后病人', '互联网医疗'...</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>健康顾问（15-20K，16薪）J10974</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>招聘经理</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>互联网医疗</td>\n",
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       "      <td>医学专员（底薪15-20K，16薪）J10974</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>招聘经理</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "      <td>互联网医疗</td>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>[]</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>运营专员（10-20K，16薪）J10974</td>\n",
       "      <td>11-20k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>HR</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>互联网</td>\n",
       "      <td>北京医来伸手健康管理有限公司</td>\n",
       "      <td>['视频剪辑']</td>\n",
       "      <td>北京-昌平区</td>\n",
       "      <td>NaN</td>\n",
       "      <td>视频剪辑</td>\n",
       "      <td>6-11k</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    recruiter.recruiterTitle comp.compScale comp.compStage comp.compIndustry  \\\n",
       "0                         人力          1-49人            NaN             非营利组织   \n",
       "1                         人力          1-49人            NaN             非营利组织   \n",
       "2                       HRBP       100-499人             D轮           航空/航天设备   \n",
       "3                       高级经理       10000人以上           美股上市               互联网   \n",
       "4                     产品运营经理     1000-2000人            NaN             计算机软件   \n",
       "..                       ...            ...            ...               ...   \n",
       "395                  猎头顾问/助理       100-499人             D轮             互联网医疗   \n",
       "396                     招聘经理       100-499人             D轮             互联网医疗   \n",
       "397                     招聘经理       100-499人             D轮             互联网医疗   \n",
       "398                     招聘经理       100-499人             D轮             互联网医疗   \n",
       "399                       HR       100-499人          融资未公开               互联网   \n",
       "\n",
       "      comp.compName                                         job.labels  \\\n",
       "0          中关村标准化协会                                      ['IT/互联网/软件']   \n",
       "1          中关村标准化协会                                                 []   \n",
       "2       北京中航智科技有限公司                                             ['本科']   \n",
       "3             Baidu           ['人工智能', '产品运营', '活动运营', '线下运营', '线上运营']   \n",
       "4    北京智慧星光信息技术有限公司                                 ['b端产品运营', '用户运营']   \n",
       "..              ...                                                ...   \n",
       "395           好大夫在线                                  ['医疗健康', '互联网医疗']   \n",
       "396           好大夫在线  ['分诊', '核医学科', '医疗健康', '健康指导', '术后病人', '互联网医疗'...   \n",
       "397           好大夫在线                                                 []   \n",
       "398           好大夫在线                                                 []   \n",
       "399  北京医来伸手健康管理有限公司                                           ['视频剪辑']   \n",
       "\n",
       "     job.dq job.campusJobKind                    job.title  job.salary  \n",
       "0    北京-海淀区               NaN                         项目助理       5-10k  \n",
       "1    北京-海淀区               NaN                        项目管培生        薪资面议  \n",
       "2        北京                应届                        销售工程师  13-16k·14薪  \n",
       "3        北京               NaN                 产品运营-营销和生态方向      20-40k  \n",
       "4        北京               NaN                      产品运营实习生        2-5k  \n",
       "..      ...               ...                          ...         ...  \n",
       "395  北京-朝阳区               NaN  好大夫-互联网医疗运营（限临床/预防/护理等医学专业）  10-18k·16薪  \n",
       "396  北京-朝阳区               NaN       健康顾问（15-20K，16薪）J10974  15-20k·16薪  \n",
       "397  北京-朝阳区               NaN     医学专员（底薪15-20K，16薪）J10974  15-20k·16薪  \n",
       "398  北京-朝阳区               NaN       运营专员（10-20K，16薪）J10974  11-20k·16薪  \n",
       "399  北京-昌平区               NaN                         视频剪辑       6-11k  \n",
       "\n",
       "[400 rows x 10 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ana = df[df.columns.tolist()[1:]]\n",
    "df_ana"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f11e336e",
   "metadata": {},
   "source": [
    "# 分析recruiter.recruiterTitle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "50ee0dac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           人力\n",
       "1           人力\n",
       "2         HRBP\n",
       "3         高级经理\n",
       "4       产品运营经理\n",
       "        ...   \n",
       "395    猎头顾问/助理\n",
       "396       招聘经理\n",
       "397       招聘经理\n",
       "398       招聘经理\n",
       "399         HR\n",
       "Name: recruiter.recruiterTitle, Length: 400, dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ana['recruiter.recruiterTitle']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c2c468b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "HR              25\n",
       "hr              17\n",
       "HRBP            15\n",
       "招聘经理            15\n",
       "总经理             13\n",
       "                ..\n",
       "BD               1\n",
       "知嘛健康平台精准健康医师     1\n",
       "数据产品经理           1\n",
       "客户成功顾问           1\n",
       "猎头顾问/助理          1\n",
       "Name: recruiter.recruiterTitle, Length: 179, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ana['recruiter.recruiterTitle'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "798e936e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('HR', 25),\n",
       " ('hr', 17),\n",
       " ('HRBP', 15),\n",
       " ('招聘经理', 15),\n",
       " ('总经理', 13),\n",
       " ('人事经理', 12),\n",
       " ('招聘专员', 9),\n",
       " ('经理', 9),\n",
       " ('产品运营', 6),\n",
       " ('产品经理', 6),\n",
       " ('人事专员', 5),\n",
       " ('人力资源经理', 5),\n",
       " ('人力主管', 5),\n",
       " ('人力资源伙伴(HRBP)', 5),\n",
       " ('首席执行官CEO/总裁/总经理', 4),\n",
       " ('CEO', 4),\n",
       " ('人事', 4),\n",
       " ('人力', 4),\n",
       " ('副总经理', 3),\n",
       " ('招聘主管', 3),\n",
       " ('产品运营经理', 3),\n",
       " ('人力资源', 3),\n",
       " ('运营经理', 3),\n",
       " ('人力资源总监', 3),\n",
       " ('HRD', 3),\n",
       " ('人力资源主管', 3),\n",
       " ('市场总监', 3),\n",
       " ('招聘', 3),\n",
       " ('招聘专家', 3),\n",
       " ('项目经理', 2),\n",
       " ('销售经理', 2),\n",
       " ('人事主管', 2),\n",
       " ('会籍主管', 2),\n",
       " ('猎头顾问', 2),\n",
       " ('行政', 2),\n",
       " ('产品总监', 2),\n",
       " ('销售业务', 2),\n",
       " ('人事行政', 2),\n",
       " ('recruiter', 2),\n",
       " ('Hr', 2),\n",
       " ('iOS开发', 2),\n",
       " ('法人', 2),\n",
       " ('副经理', 2),\n",
       " ('HR总监', 2),\n",
       " ('广告商业化运营', 2),\n",
       " ('人事行政经理', 2),\n",
       " ('人力资源经理/主管', 2),\n",
       " ('运维工程师', 2),\n",
       " ('产品运营供应链总监', 2),\n",
       " ('运营专员', 2),\n",
       " ('招聘经理/主管', 2),\n",
       " ('运营经理/主管', 2),\n",
       " ('资深产品经理', 2),\n",
       " ('运营', 2),\n",
       " ('高级人力行政主管', 2),\n",
       " ('高级经理', 2),\n",
       " ('销售经理/主管', 1),\n",
       " ('集团招聘岗', 1),\n",
       " ('寻访员(R)', 1),\n",
       " ('高级人事专员', 1),\n",
       " ('集团总部招聘负责人', 1),\n",
       " ('安全运维工程师', 1),\n",
       " ('项目管理&产品经营', 1),\n",
       " ('Talent Acquisition Specialist', 1),\n",
       " ('人事行政主管', 1),\n",
       " ('运营总监', 1),\n",
       " ('市场组负责人', 1),\n",
       " ('平台总监', 1),\n",
       " ('店长', 1),\n",
       " ('合伙人', 1),\n",
       " ('电商运营经理', 1),\n",
       " ('总经理助理', 1),\n",
       " ('总裁助理/总经理助理', 1),\n",
       " ('电话业务员', 1),\n",
       " ('其他人力资源', 1),\n",
       " ('店长/卖场管理', 1),\n",
       " ('人力资源部经理', 1),\n",
       " ('总经理助理 人事', 1),\n",
       " ('部门经理', 1),\n",
       " ('助理', 1),\n",
       " ('高级招聘顾问', 1),\n",
       " ('技术总监', 1),\n",
       " ('网络安全工程师', 1),\n",
       " ('供应链解决方案负责人', 1),\n",
       " ('人资专员', 1),\n",
       " ('高级软件工程师', 1),\n",
       " ('执行董事', 1),\n",
       " ('consultant', 1),\n",
       " ('高级顾问', 1),\n",
       " ('经理人', 1),\n",
       " ('营销中心助理', 1),\n",
       " ('招聘部员工', 1),\n",
       " ('投资经理', 1),\n",
       " ('在线销售', 1),\n",
       " ('用户增长', 1),\n",
       " ('采销经理', 1),\n",
       " ('首席设计师', 1),\n",
       " ('主管', 1),\n",
       " ('分公司/代表处负责人', 1),\n",
       " ('健身房前台', 1),\n",
       " ('项目主管', 1),\n",
       " ('VP 副总裁', 1),\n",
       " ('人资资源主管', 1),\n",
       " ('招聘者', 1),\n",
       " ('人力资源部总经理', 1),\n",
       " ('hrbp经理', 1),\n",
       " ('业务副总', 1),\n",
       " ('高级业务主管', 1),\n",
       " ('技术负责人', 1),\n",
       " ('营销集团-bp经理', 1),\n",
       " ('财务助理', 1),\n",
       " ('智驾产品经理', 1),\n",
       " ('其他基金/证券/期货/投资', 1),\n",
       " ('风控', 1),\n",
       " ('招聘顾问', 1),\n",
       " ('解决方案总监', 1),\n",
       " ('项目运营', 1),\n",
       " ('初创人', 1),\n",
       " ('管理合伙人', 1),\n",
       " ('产品主管', 1),\n",
       " ('大区创作者商务拓展经理', 1),\n",
       " ('用户手册运营', 1),\n",
       " ('内管部经理', 1),\n",
       " ('hrbp', 1),\n",
       " ('公司负责人', 1),\n",
       " ('薪酬绩效主管', 1),\n",
       " ('行政总监', 1),\n",
       " ('产品VP', 1),\n",
       " ('数据运营', 1),\n",
       " ('产品运营专员', 1),\n",
       " ('执行校长', 1),\n",
       " ('高级请结算经理', 1),\n",
       " ('商业产品总监', 1),\n",
       " ('产品运营专家', 1),\n",
       " ('Vice President', 1),\n",
       " ('产品运营与客户支持', 1),\n",
       " ('资深业务运营', 1),\n",
       " ('质量体系专员', 1),\n",
       " ('行政主管', 1),\n",
       " ('编导', 1),\n",
       " ('软件工程师', 1),\n",
       " ('如视海外事业部负责人', 1),\n",
       " ('产品运营部总经理', 1),\n",
       " ('综合部主管', 1),\n",
       " ('高级产品总监', 1),\n",
       " ('副总裁', 1),\n",
       " ('销售总监', 1),\n",
       " ('UERC高级经理/负责人', 1),\n",
       " ('人事行政总监', 1),\n",
       " ('人力行政经理', 1),\n",
       " ('电脑操作员', 1),\n",
       " ('综合管理部', 1),\n",
       " ('人事及行政副总裁', 1),\n",
       " ('学生', 1),\n",
       " ('人力副总', 1),\n",
       " ('电商产品经理', 1),\n",
       " ('招聘实习生', 1),\n",
       " ('品牌经理', 1),\n",
       " ('结算经理', 1),\n",
       " ('经纪人', 1),\n",
       " ('首席人才官', 1),\n",
       " ('副院长', 1),\n",
       " ('高级技术专家', 1),\n",
       " ('售前专家、运营专家', 1),\n",
       " ('商务总监', 1),\n",
       " ('运营主管', 1),\n",
       " ('财务主管', 1),\n",
       " ('商务经理', 1),\n",
       " ('创始人', 1),\n",
       " ('高级主管', 1),\n",
       " ('人事部经理', 1),\n",
       " ('人力资源伙伴', 1),\n",
       " ('人力经理', 1),\n",
       " ('coo', 1),\n",
       " ('BD', 1),\n",
       " ('知嘛健康平台精准健康医师', 1),\n",
       " ('数据产品经理', 1),\n",
       " ('客户成功顾问', 1),\n",
       " ('猎头顾问/助理', 1)]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = [(k,v) for k,v in df_ana['recruiter.recruiterTitle'].value_counts().items()]\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "455965b6",
   "metadata": {},
   "outputs": [
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u8fd0\\u8425\\u90e8\\u603b\\u7ecf\\u7406\",\n",
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       "                    \"name\": \"\\u7efc\\u5408\\u90e8\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u4ea7\\u54c1\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
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       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u526f\\u603b\\u88c1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
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       "                {\n",
       "                    \"name\": \"\\u9500\\u552e\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(12,91,115)\"\n",
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       "                    }\n",
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       "                {\n",
       "                    \"name\": \"UERC\\u9ad8\\u7ea7\\u7ecf\\u7406/\\u8d1f\\u8d23\\u4eba\",\n",
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       "                    \"textStyle\": {\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eba\\u4e8b\\u884c\\u653f\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(123,138,65)\"\n",
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       "                    }\n",
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       "                {\n",
       "                    \"name\": \"\\u4eba\\u529b\\u884c\\u653f\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
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       "                {\n",
       "                    \"name\": \"\\u7535\\u8111\\u64cd\\u4f5c\\u5458\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
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       "                            \"color\": \"rgb(101,61,51)\"\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7efc\\u5408\\u7ba1\\u7406\\u90e8\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(89,95,13)\"\n",
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       "                {\n",
       "                    \"name\": \"\\u4eba\\u4e8b\\u53ca\\u884c\\u653f\\u526f\\u603b\\u88c1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
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       "                {\n",
       "                    \"name\": \"\\u5b66\\u751f\",\n",
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       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
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       "                {\n",
       "                    \"name\": \"\\u4eba\\u529b\\u526f\\u603b\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(31,50,134)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7535\\u5546\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
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       "                {\n",
       "                    \"name\": \"\\u62db\\u8058\\u5b9e\\u4e60\\u751f\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(42,52,91)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54c1\\u724c\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(92,34,93)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ed3\\u7b97\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(63,80,2)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7ecf\\u7eaa\\u4eba\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(160,29,53)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9996\\u5e2d\\u4eba\\u624d\\u5b98\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(107,94,73)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u526f\\u9662\\u957f\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(97,22,96)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u6280\\u672f\\u4e13\\u5bb6\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(60,145,144)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u552e\\u524d\\u4e13\\u5bb6\\u3001\\u8fd0\\u8425\\u4e13\\u5bb6\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(135,97,101)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5546\\u52a1\\u603b\\u76d1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(97,129,81)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8fd0\\u8425\\u4e3b\\u7ba1\",\n",
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       "                    \"textStyle\": {\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d22\\u52a1\\u4e3b\\u7ba1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
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       "                    }\n",
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       "                {\n",
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       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
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       "                {\n",
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       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
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       "                {\n",
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       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(49,86,25)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eba\\u4e8b\\u90e8\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(29,94,129)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eba\\u529b\\u8d44\\u6e90\\u4f19\\u4f34\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(24,11,133)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4eba\\u529b\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(86,30,154)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"coo\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(134,82,108)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"BD\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(155,120,88)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u77e5\\u561b\\u5065\\u5eb7\\u5e73\\u53f0\\u7cbe\\u51c6\\u5065\\u5eb7\\u533b\\u5e08\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(11,3,87)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6570\\u636e\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(71,12,14)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5ba2\\u6237\\u6210\\u529f\\u987e\\u95ee\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(66,156,37)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u730e\\u5934\\u987e\\u95ee/\\u52a9\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(130,63,52)\"\n",
       "                        }\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u70ed\\u70b9\\u5206\\u6790\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 23\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_cca11cb4d14844cbadd62d88e86cff96.setOption(option_cca11cb4d14844cbadd62d88e86cff96);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x158198040>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(series_name=\"热点分析\", data_pair=data, word_size_range=[6, 66])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"热点分析\", title_textstyle_opts=opts.TextStyleOpts(font_size=23)\n",
    "        ),\n",
    "        tooltip_opts=opts.TooltipOpts(is_show=True),\n",
    "    )\n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f35a682f",
   "metadata": {},
   "source": [
    "# 分析comp.compScale"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "436068e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>中关村标准化协会</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中关村标准化协会</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>北京中航智科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Baidu</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>北京智慧星光信息技术有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>北京医来伸手健康管理有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      comp.compName comp.compScale comp.compStage\n",
       "0          中关村标准化协会          1-49人            NaN\n",
       "1          中关村标准化协会          1-49人            NaN\n",
       "2       北京中航智科技有限公司       100-499人             D轮\n",
       "3             Baidu       10000人以上           美股上市\n",
       "4    北京智慧星光信息技术有限公司     1000-2000人            NaN\n",
       "..              ...            ...            ...\n",
       "395           好大夫在线       100-499人             D轮\n",
       "396           好大夫在线       100-499人             D轮\n",
       "397           好大夫在线       100-499人             D轮\n",
       "398           好大夫在线       100-499人             D轮\n",
       "399  北京医来伸手健康管理有限公司       100-499人          融资未公开\n",
       "\n",
       "[400 rows x 3 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ana[['comp.compName','comp.compScale','comp.compStage']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41c23025",
   "metadata": {},
   "source": [
    "# 分析Job\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "5ecade5f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['recruiter.recruiterTitle', 'comp.compScale', 'comp.compStage',\n",
       "       'comp.compIndustry', 'comp.compName', 'job.labels', 'job.dq',\n",
       "       'job.campusJobKind', 'job.title', 'job.salary'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ana.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "6d50290e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>项目助理</td>\n",
       "      <td>['IT/互联网/软件']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>北京-海淀区</td>\n",
       "      <td>项目管培生</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>北京</td>\n",
       "      <td>销售工程师</td>\n",
       "      <td>['本科']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>北京</td>\n",
       "      <td>产品运营-营销和生态方向</td>\n",
       "      <td>['人工智能', '产品运营', '活动运营', '线下运营', '线上运营']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>北京</td>\n",
       "      <td>产品运营实习生</td>\n",
       "      <td>['b端产品运营', '用户运营']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>好大夫-互联网医疗运营（限临床/预防/护理等医学专业）</td>\n",
       "      <td>['医疗健康', '互联网医疗']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>健康顾问（15-20K，16薪）J10974</td>\n",
       "      <td>['分诊', '核医学科', '医疗健康', '健康指导', '术后病人', '互联网医疗'...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>医学专员（底薪15-20K，16薪）J10974</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>运营专员（10-20K，16薪）J10974</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>北京-昌平区</td>\n",
       "      <td>视频剪辑</td>\n",
       "      <td>['视频剪辑']</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     job.dq                    job.title  \\\n",
       "0    北京-海淀区                         项目助理   \n",
       "1    北京-海淀区                        项目管培生   \n",
       "2        北京                        销售工程师   \n",
       "3        北京                 产品运营-营销和生态方向   \n",
       "4        北京                      产品运营实习生   \n",
       "..      ...                          ...   \n",
       "395  北京-朝阳区  好大夫-互联网医疗运营（限临床/预防/护理等医学专业）   \n",
       "396  北京-朝阳区       健康顾问（15-20K，16薪）J10974   \n",
       "397  北京-朝阳区     医学专员（底薪15-20K，16薪）J10974   \n",
       "398  北京-朝阳区       运营专员（10-20K，16薪）J10974   \n",
       "399  北京-昌平区                         视频剪辑   \n",
       "\n",
       "                                            job.labels  \n",
       "0                                        ['IT/互联网/软件']  \n",
       "1                                                   []  \n",
       "2                                               ['本科']  \n",
       "3             ['人工智能', '产品运营', '活动运营', '线下运营', '线上运营']  \n",
       "4                                   ['b端产品运营', '用户运营']  \n",
       "..                                                 ...  \n",
       "395                                  ['医疗健康', '互联网医疗']  \n",
       "396  ['分诊', '核医学科', '医疗健康', '健康指导', '术后病人', '互联网医疗'...  \n",
       "397                                                 []  \n",
       "398                                                 []  \n",
       "399                                           ['视频剪辑']  \n",
       "\n",
       "[400 rows x 3 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job = df_ana[['job.dq','job.title','job.labels']]\n",
    "df_job"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "b63ce23d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['北京-怀柔区',\n",
       " '北京-丰台区',\n",
       " '北京-东城区',\n",
       " '北京-通州区',\n",
       " '北京-朝阳区',\n",
       " '北京-门头沟区',\n",
       " '北京-顺义区',\n",
       " '北京-房山区',\n",
       " '北京-延庆区',\n",
       " '北京',\n",
       " '北京-昌平区',\n",
       " '北京-海淀区',\n",
       " '北京-大兴区',\n",
       " '北京-平谷区',\n",
       " '北京-西城区',\n",
       " '北京-石景山区']"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(set(list(df_job['job.dq'])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "791350f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['产品运营实习生', '产品运营实习生', '产品运营', '销售工程师', '市场推广']"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job[df_job['job.dq'].isin(['北京-石景山区'])]['job.title'].tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "fa41a0f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'北京-怀柔区': ['产品运营', '文创产品运营管理'],\n",
       " '北京-丰台区': ['农产品运营经理/项目负责人（北京）',\n",
       "  '游戏运营',\n",
       "  '户外旅游产品策划',\n",
       "  '网络运营专员',\n",
       "  '底薪6000+双休+五险一金高薪销售',\n",
       "  '客服',\n",
       "  'AP历史教师',\n",
       "  'AP统计教师',\n",
       "  'GRE教研员',\n",
       "  'AP/Alevel/IB线上教师',\n",
       "  'AP英语语言与写作教师',\n",
       "  'SAT/ACT阅读/语法教师',\n",
       "  'IB经济教师',\n",
       "  '留学文书教师',\n",
       "  'AP物理教师',\n",
       "  'GRE教研员',\n",
       "  'IB经济教师',\n",
       "  'AP生物/化学教师',\n",
       "  'AP微积分教师',\n",
       "  '国际贸易专员',\n",
       "  'AP英语语言与写作教师',\n",
       "  'SAT阅读/语法教师',\n",
       "  'AMC教师',\n",
       "  'AP统计/微积分教师',\n",
       "  'AP/Alevel/IB教师',\n",
       "  'AP化学教师',\n",
       "  'AP生物教师',\n",
       "  'AMC教师',\n",
       "  'AP物理教师',\n",
       "  'AP统计/微积分教师',\n",
       "  'AP物理教师',\n",
       "  'GRE教研员/教师',\n",
       "  'SAT/ACT阅读教师',\n",
       "  'HTML5',\n",
       "  '产品经理（虚拟维修方向）',\n",
       "  '二类电商投放经理'],\n",
       " '北京-东城区': ['内容运营（北京）',\n",
       "  '数据产品经理',\n",
       "  '天算量化 |基金运营  招聘（全职）',\n",
       "  '市场销售经理',\n",
       "  '文字编辑',\n",
       "  '应用发展经理',\n",
       "  '数据分析师',\n",
       "  'HTML5',\n",
       "  'HTML5',\n",
       "  '新媒体运营',\n",
       "  '机器人运营'],\n",
       " '北京-通州区': ['高级产品运营',\n",
       "  '产品助理',\n",
       "  '商品数据实习生',\n",
       "  '客服+五险一金',\n",
       "  '信息化部门-产品实习生',\n",
       "  '大客户销售经理',\n",
       "  '客服机器人训练师/训机师',\n",
       "  '运营经理/专员',\n",
       "  '音乐策划',\n",
       "  '音乐推广',\n",
       "  '客服',\n",
       "  'HTML5',\n",
       "  'HTML5',\n",
       "  '销售政策'],\n",
       " '北京-朝阳区': ['产品运营',\n",
       "  '【商业化产品运营经理】（百度外包）',\n",
       "  '【商业化产品运营】（百度外包）',\n",
       "  '产品运营211/985应届生',\n",
       "  '英文编辑（产品运营方向）',\n",
       "  '英文产品运营',\n",
       "  '智能座舱领域产品运营',\n",
       "  '体育产品运营专员',\n",
       "  '产品运营',\n",
       "  '产品运营专员',\n",
       "  '产品运营',\n",
       "  '产品运维兼运营工程师',\n",
       "  '产品实习生',\n",
       "  '产品经理',\n",
       "  '产品经理',\n",
       "  '高级采购经理',\n",
       "  'Business Development Engineer- Ship-out',\n",
       "  '广告运营经理',\n",
       "  '新媒体运营',\n",
       "  '保险商品运营实习生(2023825c2df0da3)',\n",
       "  '海外SAP运维专员(A32607)',\n",
       "  '直播中场控',\n",
       "  '直播场控',\n",
       "  '数据分析师（临床数据方向）',\n",
       "  '电话销售招商经理',\n",
       "  '后台核心系统团队-团队副职',\n",
       "  '运营赋能助理(002268)',\n",
       "  '采购经理',\n",
       "  '蚂蚁集团-数字科技线-区块链服务Java技术专家',\n",
       "  '财务专员',\n",
       "  '营销顾问',\n",
       "  '主数值策划',\n",
       "  '电话销售',\n",
       "  '运营经理',\n",
       "  '金融科技研发工程师',\n",
       "  '区块链服务Java技术专家',\n",
       "  '运营实习生',\n",
       "  '社区运营实习生',\n",
       "  '运营助理',\n",
       "  '产品战略市场经理（智能驾驶）',\n",
       "  '数智化应用专员（应届毕业生）',\n",
       "  '电子教育产品研发',\n",
       "  '产品经理',\n",
       "  '运营专员',\n",
       "  '闪光的实习-销售订单管理',\n",
       "  '资产管理中心-业务二部-实习生G01053',\n",
       "  '售前技术支持',\n",
       "  '财务BP',\n",
       "  '新媒体编辑',\n",
       "  '管培生',\n",
       "  '运营助理',\n",
       "  '纯文职客服',\n",
       "  '客服',\n",
       "  '直播运营',\n",
       "  '运营专员',\n",
       "  '国际游学销售',\n",
       "  '基金行政运营助理',\n",
       "  '产品经理',\n",
       "  '新媒体运营',\n",
       "  'HTML5',\n",
       "  '数据分析实习生 (MJ001035)',\n",
       "  '市场运营（产品经理）',\n",
       "  '售前工程师',\n",
       "  '高级JAVA工程师——委托',\n",
       "  '好大夫-互联网医疗运营（限临床/预防/护理等医学专业）',\n",
       "  '健康顾问（15-20K，16薪）J10974',\n",
       "  '医学专员（底薪15-20K，16薪）J10974',\n",
       "  '运营专员（10-20K，16薪）J10974'],\n",
       " '北京-门头沟区': ['HTML5', 'HTML5'],\n",
       " '北京-顺义区': ['抖音运营', '网站编辑', 'HTML5', '信息流编导', '新媒体运营专员'],\n",
       " '北京-房山区': ['私域运营专员', '制造工程师、应用工程师等（应届生解决北京户口）', 'HTML5'],\n",
       " '北京-延庆区': ['HTML5'],\n",
       " '北京': ['销售工程师',\n",
       "  '产品运营-营销和生态方向',\n",
       "  '产品运营实习生',\n",
       "  '产品运营',\n",
       "  '产品运营',\n",
       "  '文创产品运营',\n",
       "  '产品运营实习生',\n",
       "  '产品运营实习生',\n",
       "  '产品运营经理',\n",
       "  '阿拉伯语区域产品运营',\n",
       "  '产品运营实习生',\n",
       "  '游戏产品运营',\n",
       "  '产品运营实习生',\n",
       "  '产品运营',\n",
       "  '结算产品运营实习生',\n",
       "  '产品运营实习生',\n",
       "  '产品运营实习生',\n",
       "  '搜索产品运营实习生',\n",
       "  '产品运营实习生',\n",
       "  '产品运营实习生',\n",
       "  '产品运营',\n",
       "  '产品运营',\n",
       "  '产品运营',\n",
       "  '微博视频产品运营实习生',\n",
       "  '产品运营',\n",
       "  '度目及人脸人体产品组_AI产品商业化运营(J57205)',\n",
       "  '【中青心文化传媒】产品内容运营',\n",
       "  '用户策略研究',\n",
       "  '策略运营',\n",
       "  '数据分析师',\n",
       "  '智慧社区运营经理',\n",
       "  '产品经理',\n",
       "  '新媒体运营',\n",
       "  '校园拓展运营 (MJ008766)',\n",
       "  '商家运营',\n",
       "  '业务拓展专员/助理',\n",
       "  '业务拓展专员/助理',\n",
       "  '产品经理',\n",
       "  '业务统筹',\n",
       "  '广告运营',\n",
       "  '抖音直播运营',\n",
       "  '高级产品经理',\n",
       "  '产品助理（职位编号:LZHR158）',\n",
       "  '项目管理/质量管理工程师',\n",
       "  '游戏投放',\n",
       "  '广告渠道销售部实习生',\n",
       "  '生态BD经理',\n",
       "  '游戏运营',\n",
       "  '市场营销助理',\n",
       "  '合生创展总部-信息化管培生',\n",
       "  '化妆品 市场推广',\n",
       "  '游戏运营-应届生',\n",
       "  '产品经理（偏市场）',\n",
       "  '心理学产品设备专员',\n",
       "  '用户运营',\n",
       "  '运营助理',\n",
       "  '置业顾问',\n",
       "  '化妆品市场推广',\n",
       "  '电商内容运营',\n",
       "  '运营主管',\n",
       "  '证券投资软件销售顾问（提供客户+员工住宿）',\n",
       "  '教育研发',\n",
       "  '电脑配件及服务产品经理',\n",
       "  '产品BP经理',\n",
       "  '用户运营',\n",
       "  '用户运营',\n",
       "  '电商运营',\n",
       "  '其他实习生/培训生/储备干部',\n",
       "  '需求工程师',\n",
       "  '美工',\n",
       "  '新媒体运营实习生',\n",
       "  '软件实施顾问',\n",
       "  '香港留学产品经理',\n",
       "  '数据开发工程师',\n",
       "  '产品经理',\n",
       "  '安全漏洞管理工程师',\n",
       "  '日语游戏运营-OPL',\n",
       "  '产品经理（北京）(J10119)',\n",
       "  '媒体运营',\n",
       "  '运营助理',\n",
       "  '有机食品项目经理',\n",
       "  '内容运营',\n",
       "  '业务拓展专员',\n",
       "  '电销顾问',\n",
       "  '区域销售经理',\n",
       "  '内容运营实习生',\n",
       "  '客服',\n",
       "  '课程销售',\n",
       "  '销售顾问',\n",
       "  '客服',\n",
       "  '客服专员',\n",
       "  '客服运营',\n",
       "  '客服',\n",
       "  '客服',\n",
       "  '销售顾问',\n",
       "  '销售代表',\n",
       "  '金融股指经纪人',\n",
       "  '会籍顾问',\n",
       "  '客服',\n",
       "  '客服',\n",
       "  '客服',\n",
       "  '联合运营',\n",
       "  '新媒体运营',\n",
       "  '客服',\n",
       "  '京东运营助理',\n",
       "  '产品助理',\n",
       "  'python软件工程师（初级）',\n",
       "  '应届毕业生',\n",
       "  '解决方案经理（创新业务部）',\n",
       "  '淘宝运营',\n",
       "  'SAT数学教师',\n",
       "  '高端医疗个险运营',\n",
       "  'IB/AP经济教师',\n",
       "  'Google/Facebook优化师',\n",
       "  '中级前端开发工程师',\n",
       "  '实施交付专家',\n",
       "  '采销助理实习生',\n",
       "  '电商运营',\n",
       "  '电话销售/保底1.5w/精准资源轻松易上手',\n",
       "  '网上商城运营主管',\n",
       "  '金融产品经理',\n",
       "  '客服助理',\n",
       "  '店长/卖场管理',\n",
       "  '直播运营',\n",
       "  '销售经理',\n",
       "  '体育行业研究员-政策规划咨询师（政府智库、城乡建设）',\n",
       "  '供应链运营规划',\n",
       "  '产品经理',\n",
       "  'MCN新媒体运营',\n",
       "  '文案策划',\n",
       "  '新媒体助理'],\n",
       " '北京-昌平区': ['产品运营实习生',\n",
       "  '游戏运营',\n",
       "  '校园运营经理',\n",
       "  '运营经理',\n",
       "  '客服',\n",
       "  '客服专员',\n",
       "  'HTML5',\n",
       "  '互联网保险运营',\n",
       "  '视频剪辑'],\n",
       " '北京-海淀区': ['项目助理',\n",
       "  '项目管培生',\n",
       "  '产品运营经理——股权激励SaaS产品',\n",
       "  'AIGC产品运营(J59073)',\n",
       "  '产品运营实习生',\n",
       "  '产品运营实习生',\n",
       "  '海外产品运营',\n",
       "  '商业化产品运营-飞书People',\n",
       "  '产品运营实习生',\n",
       "  '产品运营',\n",
       "  '产品运营实习生',\n",
       "  '产品运营',\n",
       "  '产品运营实习生',\n",
       "  '产品运营实习生',\n",
       "  '产品运营实习生',\n",
       "  '科考产品运营',\n",
       "  '产品运营',\n",
       "  '知道产品部_用户产品运营实习生(J66018)',\n",
       "  '产品运营专员',\n",
       "  '国际化产品创作者运营实习生(巴西)',\n",
       "  '线上运营经理',\n",
       "  '物业市拓经理',\n",
       "  '客户成功运营顾问',\n",
       "  '交互设计师',\n",
       "  '美本留学产品专员',\n",
       "  '海外运营总监',\n",
       "  '企业效能顾问（生态伙伴管理方向）-飞书',\n",
       "  '应用产品业务运营部_PMO(J54274)',\n",
       "  '资深SEO优化',\n",
       "  '管理培训生（运营管理）',\n",
       "  'BI工程师（14薪，全额社保）',\n",
       "  '飞书企业效能顾问-业务效能方向',\n",
       "  '海外运营经理',\n",
       "  '零售行业解决方案实习生-火山引擎',\n",
       "  'HR数据分析实习生',\n",
       "  '内容运营实习生',\n",
       "  '实习编辑',\n",
       "  '新媒体运营',\n",
       "  '英语编辑',\n",
       "  '业务拓展专员/助理',\n",
       "  '业务监察部-实习生',\n",
       "  '体验提升产品经理',\n",
       "  '数据分析专员',\n",
       "  '软件开发工程师',\n",
       "  '大数据开发工程师',\n",
       "  '软件开发工程师',\n",
       "  '物流平台运营管理岗',\n",
       "  '产 品 经 理',\n",
       "  '项目助理（Scilit）',\n",
       "  '能源互联网产品工程师',\n",
       "  '教学设计实习生 (MJ000027)',\n",
       "  'Golang后台开发工程师',\n",
       "  '项目助理（Scilit）',\n",
       "  '项目助理（Scilit）',\n",
       "  '用户运营',\n",
       "  '产品经理',\n",
       "  '产品经理-视光 (MJ000558)',\n",
       "  '新媒体运营',\n",
       "  '课程销售',\n",
       "  '百度AI开放平台-智能创作-产品实习生',\n",
       "  '会员策略运营',\n",
       "  '集团协议拓展',\n",
       "  '客户运营专员',\n",
       "  '市场产品专员',\n",
       "  '客户经理',\n",
       "  '运营专员',\n",
       "  '菲律宾翻译',\n",
       "  '工业互联网产业研究员',\n",
       "  '亚运会体育热点实习（外派百度）',\n",
       "  '仪器产品经理',\n",
       "  '数据安全专家、资深工程师',\n",
       "  'HTML5',\n",
       "  '内容运营实习生（幼教）',\n",
       "  '搜索推荐策略产品经理 (MJ005771)',\n",
       "  '电商运营助理',\n",
       "  '电商运营'],\n",
       " '北京-大兴区': ['助理产品经理',\n",
       "  '履约规划运营',\n",
       "  '电商产品经理',\n",
       "  '运营助理',\n",
       "  '产品主管',\n",
       "  '营养师',\n",
       "  '安踏直播间场控-北京',\n",
       "  '奢侈品鉴定师',\n",
       "  '网店运营',\n",
       "  '电商运营店长',\n",
       "  '产品经理',\n",
       "  '电商运营',\n",
       "  '销售',\n",
       "  '运营推广专员',\n",
       "  '实习生（研发部）',\n",
       "  '运动服饰运营岗',\n",
       "  '客服',\n",
       "  '客服',\n",
       "  '电商运营经理',\n",
       "  'HTML5',\n",
       "  '产品经理'],\n",
       " '北京-平谷区': ['HTML5'],\n",
       " '北京-西城区': ['图书产品-直播运营',\n",
       "  '基金运营',\n",
       "  '互联网保险bd',\n",
       "  '产品助理',\n",
       "  '文案',\n",
       "  '人事行政助理',\n",
       "  '商业分析总监(J13588)',\n",
       "  '产品业务专员',\n",
       "  '销售支持',\n",
       "  'B端对公客户经理',\n",
       "  '大数据安全管理工程师',\n",
       "  '健康服务运营管理岗',\n",
       "  'HTML5',\n",
       "  '管培生',\n",
       "  '大客户销售'],\n",
       " '北京-石景山区': ['产品运营实习生', '产品运营实习生', '产品运营', '销售工程师', '市场推广']}"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict_区_岗位 = {i:df_job[df_job['job.dq'].isin([i])]['job.title'].tolist() for i in list(set(list(df_job['job.dq'])))}\n",
    "dict_区_岗位"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e43c6bd2",
   "metadata": {},
   "outputs": [],
   "source": [
    "['name','children']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "id": "77e4a5ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'children': [{'name': '北京-怀柔区',\n",
       "   'children': [{'name': '产品运营'}, {'name': '文创产品运营管理'}]},\n",
       "  {'name': '北京-丰台区',\n",
       "   'children': [{'name': '农产品运营经理/项目负责人（北京）'},\n",
       "    {'name': '游戏运营'},\n",
       "    {'name': '户外旅游产品策划'},\n",
       "    {'name': '网络运营专员'},\n",
       "    {'name': '底薪6000+双休+五险一金高薪销售'},\n",
       "    {'name': '客服'},\n",
       "    {'name': 'AP历史教师'},\n",
       "    {'name': 'AP统计教师'},\n",
       "    {'name': 'GRE教研员'},\n",
       "    {'name': 'AP/Alevel/IB线上教师'},\n",
       "    {'name': 'AP英语语言与写作教师'},\n",
       "    {'name': 'SAT/ACT阅读/语法教师'},\n",
       "    {'name': 'IB经济教师'},\n",
       "    {'name': '留学文书教师'},\n",
       "    {'name': 'AP物理教师'},\n",
       "    {'name': 'GRE教研员'},\n",
       "    {'name': 'IB经济教师'},\n",
       "    {'name': 'AP生物/化学教师'},\n",
       "    {'name': 'AP微积分教师'},\n",
       "    {'name': '国际贸易专员'},\n",
       "    {'name': 'AP英语语言与写作教师'},\n",
       "    {'name': 'SAT阅读/语法教师'},\n",
       "    {'name': 'AMC教师'},\n",
       "    {'name': 'AP统计/微积分教师'},\n",
       "    {'name': 'AP/Alevel/IB教师'},\n",
       "    {'name': 'AP化学教师'},\n",
       "    {'name': 'AP生物教师'},\n",
       "    {'name': 'AMC教师'},\n",
       "    {'name': 'AP物理教师'},\n",
       "    {'name': 'AP统计/微积分教师'},\n",
       "    {'name': 'AP物理教师'},\n",
       "    {'name': 'GRE教研员/教师'},\n",
       "    {'name': 'SAT/ACT阅读教师'},\n",
       "    {'name': 'HTML5'},\n",
       "    {'name': '产品经理（虚拟维修方向）'},\n",
       "    {'name': '二类电商投放经理'}]},\n",
       "  {'name': '北京-东城区',\n",
       "   'children': [{'name': '内容运营（北京）'},\n",
       "    {'name': '数据产品经理'},\n",
       "    {'name': '天算量化 |基金运营  招聘（全职）'},\n",
       "    {'name': '市场销售经理'},\n",
       "    {'name': '文字编辑'},\n",
       "    {'name': '应用发展经理'},\n",
       "    {'name': '数据分析师'},\n",
       "    {'name': 'HTML5'},\n",
       "    {'name': 'HTML5'},\n",
       "    {'name': '新媒体运营'},\n",
       "    {'name': '机器人运营'}]},\n",
       "  {'name': '北京-通州区',\n",
       "   'children': [{'name': '高级产品运营'},\n",
       "    {'name': '产品助理'},\n",
       "    {'name': '商品数据实习生'},\n",
       "    {'name': '客服+五险一金'},\n",
       "    {'name': '信息化部门-产品实习生'},\n",
       "    {'name': '大客户销售经理'},\n",
       "    {'name': '客服机器人训练师/训机师'},\n",
       "    {'name': '运营经理/专员'},\n",
       "    {'name': '音乐策划'},\n",
       "    {'name': '音乐推广'},\n",
       "    {'name': '客服'},\n",
       "    {'name': 'HTML5'},\n",
       "    {'name': 'HTML5'},\n",
       "    {'name': '销售政策'}]},\n",
       "  {'name': '北京-朝阳区',\n",
       "   'children': [{'name': '产品运营'},\n",
       "    {'name': '【商业化产品运营经理】（百度外包）'},\n",
       "    {'name': '【商业化产品运营】（百度外包）'},\n",
       "    {'name': '产品运营211/985应届生'},\n",
       "    {'name': '英文编辑（产品运营方向）'},\n",
       "    {'name': '英文产品运营'},\n",
       "    {'name': '智能座舱领域产品运营'},\n",
       "    {'name': '体育产品运营专员'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '产品运营专员'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '产品运维兼运营工程师'},\n",
       "    {'name': '产品实习生'},\n",
       "    {'name': '产品经理'},\n",
       "    {'name': '产品经理'},\n",
       "    {'name': '高级采购经理'},\n",
       "    {'name': 'Business Development Engineer- Ship-out'},\n",
       "    {'name': '广告运营经理'},\n",
       "    {'name': '新媒体运营'},\n",
       "    {'name': '保险商品运营实习生(2023825c2df0da3)'},\n",
       "    {'name': '海外SAP运维专员(A32607)'},\n",
       "    {'name': '直播中场控'},\n",
       "    {'name': '直播场控'},\n",
       "    {'name': '数据分析师（临床数据方向）'},\n",
       "    {'name': '电话销售招商经理'},\n",
       "    {'name': '后台核心系统团队-团队副职'},\n",
       "    {'name': '运营赋能助理(002268)'},\n",
       "    {'name': '采购经理'},\n",
       "    {'name': '蚂蚁集团-数字科技线-区块链服务Java技术专家'},\n",
       "    {'name': '财务专员'},\n",
       "    {'name': '营销顾问'},\n",
       "    {'name': '主数值策划'},\n",
       "    {'name': '电话销售'},\n",
       "    {'name': '运营经理'},\n",
       "    {'name': '金融科技研发工程师'},\n",
       "    {'name': '区块链服务Java技术专家'},\n",
       "    {'name': '运营实习生'},\n",
       "    {'name': '社区运营实习生'},\n",
       "    {'name': '运营助理'},\n",
       "    {'name': '产品战略市场经理（智能驾驶）'},\n",
       "    {'name': '数智化应用专员（应届毕业生）'},\n",
       "    {'name': '电子教育产品研发'},\n",
       "    {'name': '产品经理'},\n",
       "    {'name': '运营专员'},\n",
       "    {'name': '闪光的实习-销售订单管理'},\n",
       "    {'name': '资产管理中心-业务二部-实习生G01053'},\n",
       "    {'name': '售前技术支持'},\n",
       "    {'name': '财务BP'},\n",
       "    {'name': '新媒体编辑'},\n",
       "    {'name': '管培生'},\n",
       "    {'name': '运营助理'},\n",
       "    {'name': '纯文职客服'},\n",
       "    {'name': '客服'},\n",
       "    {'name': '直播运营'},\n",
       "    {'name': '运营专员'},\n",
       "    {'name': '国际游学销售'},\n",
       "    {'name': '基金行政运营助理'},\n",
       "    {'name': '产品经理'},\n",
       "    {'name': '新媒体运营'},\n",
       "    {'name': 'HTML5'},\n",
       "    {'name': '数据分析实习生 (MJ001035)'},\n",
       "    {'name': '市场运营（产品经理）'},\n",
       "    {'name': '售前工程师'},\n",
       "    {'name': '高级JAVA工程师——委托'},\n",
       "    {'name': '好大夫-互联网医疗运营（限临床/预防/护理等医学专业）'},\n",
       "    {'name': '健康顾问（15-20K，16薪）J10974'},\n",
       "    {'name': '医学专员（底薪15-20K，16薪）J10974'},\n",
       "    {'name': '运营专员（10-20K，16薪）J10974'}]},\n",
       "  {'name': '北京-门头沟区', 'children': [{'name': 'HTML5'}, {'name': 'HTML5'}]},\n",
       "  {'name': '北京-顺义区',\n",
       "   'children': [{'name': '抖音运营'},\n",
       "    {'name': '网站编辑'},\n",
       "    {'name': 'HTML5'},\n",
       "    {'name': '信息流编导'},\n",
       "    {'name': '新媒体运营专员'}]},\n",
       "  {'name': '北京-房山区',\n",
       "   'children': [{'name': '私域运营专员'},\n",
       "    {'name': '制造工程师、应用工程师等（应届生解决北京户口）'},\n",
       "    {'name': 'HTML5'}]},\n",
       "  {'name': '北京-延庆区', 'children': [{'name': 'HTML5'}]},\n",
       "  {'name': '北京',\n",
       "   'children': [{'name': '销售工程师'},\n",
       "    {'name': '产品运营-营销和生态方向'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '文创产品运营'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营经理'},\n",
       "    {'name': '阿拉伯语区域产品运营'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '游戏产品运营'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '结算产品运营实习生'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '搜索产品运营实习生'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '微博视频产品运营实习生'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '度目及人脸人体产品组_AI产品商业化运营(J57205)'},\n",
       "    {'name': '【中青心文化传媒】产品内容运营'},\n",
       "    {'name': '用户策略研究'},\n",
       "    {'name': '策略运营'},\n",
       "    {'name': '数据分析师'},\n",
       "    {'name': '智慧社区运营经理'},\n",
       "    {'name': '产品经理'},\n",
       "    {'name': '新媒体运营'},\n",
       "    {'name': '校园拓展运营 (MJ008766)'},\n",
       "    {'name': '商家运营'},\n",
       "    {'name': '业务拓展专员/助理'},\n",
       "    {'name': '业务拓展专员/助理'},\n",
       "    {'name': '产品经理'},\n",
       "    {'name': '业务统筹'},\n",
       "    {'name': '广告运营'},\n",
       "    {'name': '抖音直播运营'},\n",
       "    {'name': '高级产品经理'},\n",
       "    {'name': '产品助理（职位编号:LZHR158）'},\n",
       "    {'name': '项目管理/质量管理工程师'},\n",
       "    {'name': '游戏投放'},\n",
       "    {'name': '广告渠道销售部实习生'},\n",
       "    {'name': '生态BD经理'},\n",
       "    {'name': '游戏运营'},\n",
       "    {'name': '市场营销助理'},\n",
       "    {'name': '合生创展总部-信息化管培生'},\n",
       "    {'name': '化妆品 市场推广'},\n",
       "    {'name': '游戏运营-应届生'},\n",
       "    {'name': '产品经理（偏市场）'},\n",
       "    {'name': '心理学产品设备专员'},\n",
       "    {'name': '用户运营'},\n",
       "    {'name': '运营助理'},\n",
       "    {'name': '置业顾问'},\n",
       "    {'name': '化妆品市场推广'},\n",
       "    {'name': '电商内容运营'},\n",
       "    {'name': '运营主管'},\n",
       "    {'name': '证券投资软件销售顾问（提供客户+员工住宿）'},\n",
       "    {'name': '教育研发'},\n",
       "    {'name': '电脑配件及服务产品经理'},\n",
       "    {'name': '产品BP经理'},\n",
       "    {'name': '用户运营'},\n",
       "    {'name': '用户运营'},\n",
       "    {'name': '电商运营'},\n",
       "    {'name': '其他实习生/培训生/储备干部'},\n",
       "    {'name': '需求工程师'},\n",
       "    {'name': '美工'},\n",
       "    {'name': '新媒体运营实习生'},\n",
       "    {'name': '软件实施顾问'},\n",
       "    {'name': '香港留学产品经理'},\n",
       "    {'name': '数据开发工程师'},\n",
       "    {'name': '产品经理'},\n",
       "    {'name': '安全漏洞管理工程师'},\n",
       "    {'name': '日语游戏运营-OPL'},\n",
       "    {'name': '产品经理（北京）(J10119)'},\n",
       "    {'name': '媒体运营'},\n",
       "    {'name': '运营助理'},\n",
       "    {'name': '有机食品项目经理'},\n",
       "    {'name': '内容运营'},\n",
       "    {'name': '业务拓展专员'},\n",
       "    {'name': '电销顾问'},\n",
       "    {'name': '区域销售经理'},\n",
       "    {'name': '内容运营实习生'},\n",
       "    {'name': '客服'},\n",
       "    {'name': '课程销售'},\n",
       "    {'name': '销售顾问'},\n",
       "    {'name': '客服'},\n",
       "    {'name': '客服专员'},\n",
       "    {'name': '客服运营'},\n",
       "    {'name': '客服'},\n",
       "    {'name': '客服'},\n",
       "    {'name': '销售顾问'},\n",
       "    {'name': '销售代表'},\n",
       "    {'name': '金融股指经纪人'},\n",
       "    {'name': '会籍顾问'},\n",
       "    {'name': '客服'},\n",
       "    {'name': '客服'},\n",
       "    {'name': '客服'},\n",
       "    {'name': '联合运营'},\n",
       "    {'name': '新媒体运营'},\n",
       "    {'name': '客服'},\n",
       "    {'name': '京东运营助理'},\n",
       "    {'name': '产品助理'},\n",
       "    {'name': 'python软件工程师（初级）'},\n",
       "    {'name': '应届毕业生'},\n",
       "    {'name': '解决方案经理（创新业务部）'},\n",
       "    {'name': '淘宝运营'},\n",
       "    {'name': 'SAT数学教师'},\n",
       "    {'name': '高端医疗个险运营'},\n",
       "    {'name': 'IB/AP经济教师'},\n",
       "    {'name': 'Google/Facebook优化师'},\n",
       "    {'name': '中级前端开发工程师'},\n",
       "    {'name': '实施交付专家'},\n",
       "    {'name': '采销助理实习生'},\n",
       "    {'name': '电商运营'},\n",
       "    {'name': '电话销售/保底1.5w/精准资源轻松易上手'},\n",
       "    {'name': '网上商城运营主管'},\n",
       "    {'name': '金融产品经理'},\n",
       "    {'name': '客服助理'},\n",
       "    {'name': '店长/卖场管理'},\n",
       "    {'name': '直播运营'},\n",
       "    {'name': '销售经理'},\n",
       "    {'name': '体育行业研究员-政策规划咨询师（政府智库、城乡建设）'},\n",
       "    {'name': '供应链运营规划'},\n",
       "    {'name': '产品经理'},\n",
       "    {'name': 'MCN新媒体运营'},\n",
       "    {'name': '文案策划'},\n",
       "    {'name': '新媒体助理'}]},\n",
       "  {'name': '北京-昌平区',\n",
       "   'children': [{'name': '产品运营实习生'},\n",
       "    {'name': '游戏运营'},\n",
       "    {'name': '校园运营经理'},\n",
       "    {'name': '运营经理'},\n",
       "    {'name': '客服'},\n",
       "    {'name': '客服专员'},\n",
       "    {'name': 'HTML5'},\n",
       "    {'name': '互联网保险运营'},\n",
       "    {'name': '视频剪辑'}]},\n",
       "  {'name': '北京-海淀区',\n",
       "   'children': [{'name': '项目助理'},\n",
       "    {'name': '项目管培生'},\n",
       "    {'name': '产品运营经理——股权激励SaaS产品'},\n",
       "    {'name': 'AIGC产品运营(J59073)'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '海外产品运营'},\n",
       "    {'name': '商业化产品运营-飞书People'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '科考产品运营'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '知道产品部_用户产品运营实习生(J66018)'},\n",
       "    {'name': '产品运营专员'},\n",
       "    {'name': '国际化产品创作者运营实习生(巴西)'},\n",
       "    {'name': '线上运营经理'},\n",
       "    {'name': '物业市拓经理'},\n",
       "    {'name': '客户成功运营顾问'},\n",
       "    {'name': '交互设计师'},\n",
       "    {'name': '美本留学产品专员'},\n",
       "    {'name': '海外运营总监'},\n",
       "    {'name': '企业效能顾问（生态伙伴管理方向）-飞书'},\n",
       "    {'name': '应用产品业务运营部_PMO(J54274)'},\n",
       "    {'name': '资深SEO优化'},\n",
       "    {'name': '管理培训生（运营管理）'},\n",
       "    {'name': 'BI工程师（14薪，全额社保）'},\n",
       "    {'name': '飞书企业效能顾问-业务效能方向'},\n",
       "    {'name': '海外运营经理'},\n",
       "    {'name': '零售行业解决方案实习生-火山引擎'},\n",
       "    {'name': 'HR数据分析实习生'},\n",
       "    {'name': '内容运营实习生'},\n",
       "    {'name': '实习编辑'},\n",
       "    {'name': '新媒体运营'},\n",
       "    {'name': '英语编辑'},\n",
       "    {'name': '业务拓展专员/助理'},\n",
       "    {'name': '业务监察部-实习生'},\n",
       "    {'name': '体验提升产品经理'},\n",
       "    {'name': '数据分析专员'},\n",
       "    {'name': '软件开发工程师'},\n",
       "    {'name': '大数据开发工程师'},\n",
       "    {'name': '软件开发工程师'},\n",
       "    {'name': '物流平台运营管理岗'},\n",
       "    {'name': '产 品 经 理'},\n",
       "    {'name': '项目助理（Scilit）'},\n",
       "    {'name': '能源互联网产品工程师'},\n",
       "    {'name': '教学设计实习生 (MJ000027)'},\n",
       "    {'name': 'Golang后台开发工程师'},\n",
       "    {'name': '项目助理（Scilit）'},\n",
       "    {'name': '项目助理（Scilit）'},\n",
       "    {'name': '用户运营'},\n",
       "    {'name': '产品经理'},\n",
       "    {'name': '产品经理-视光 (MJ000558)'},\n",
       "    {'name': '新媒体运营'},\n",
       "    {'name': '课程销售'},\n",
       "    {'name': '百度AI开放平台-智能创作-产品实习生'},\n",
       "    {'name': '会员策略运营'},\n",
       "    {'name': '集团协议拓展'},\n",
       "    {'name': '客户运营专员'},\n",
       "    {'name': '市场产品专员'},\n",
       "    {'name': '客户经理'},\n",
       "    {'name': '运营专员'},\n",
       "    {'name': '菲律宾翻译'},\n",
       "    {'name': '工业互联网产业研究员'},\n",
       "    {'name': '亚运会体育热点实习（外派百度）'},\n",
       "    {'name': '仪器产品经理'},\n",
       "    {'name': '数据安全专家、资深工程师'},\n",
       "    {'name': 'HTML5'},\n",
       "    {'name': '内容运营实习生（幼教）'},\n",
       "    {'name': '搜索推荐策略产品经理 (MJ005771)'},\n",
       "    {'name': '电商运营助理'},\n",
       "    {'name': '电商运营'}]},\n",
       "  {'name': '北京-大兴区',\n",
       "   'children': [{'name': '助理产品经理'},\n",
       "    {'name': '履约规划运营'},\n",
       "    {'name': '电商产品经理'},\n",
       "    {'name': '运营助理'},\n",
       "    {'name': '产品主管'},\n",
       "    {'name': '营养师'},\n",
       "    {'name': '安踏直播间场控-北京'},\n",
       "    {'name': '奢侈品鉴定师'},\n",
       "    {'name': '网店运营'},\n",
       "    {'name': '电商运营店长'},\n",
       "    {'name': '产品经理'},\n",
       "    {'name': '电商运营'},\n",
       "    {'name': '销售'},\n",
       "    {'name': '运营推广专员'},\n",
       "    {'name': '实习生（研发部）'},\n",
       "    {'name': '运动服饰运营岗'},\n",
       "    {'name': '客服'},\n",
       "    {'name': '客服'},\n",
       "    {'name': '电商运营经理'},\n",
       "    {'name': 'HTML5'},\n",
       "    {'name': '产品经理'}]},\n",
       "  {'name': '北京-平谷区', 'children': [{'name': 'HTML5'}]},\n",
       "  {'name': '北京-西城区',\n",
       "   'children': [{'name': '图书产品-直播运营'},\n",
       "    {'name': '基金运营'},\n",
       "    {'name': '互联网保险bd'},\n",
       "    {'name': '产品助理'},\n",
       "    {'name': '文案'},\n",
       "    {'name': '人事行政助理'},\n",
       "    {'name': '商业分析总监(J13588)'},\n",
       "    {'name': '产品业务专员'},\n",
       "    {'name': '销售支持'},\n",
       "    {'name': 'B端对公客户经理'},\n",
       "    {'name': '大数据安全管理工程师'},\n",
       "    {'name': '健康服务运营管理岗'},\n",
       "    {'name': 'HTML5'},\n",
       "    {'name': '管培生'},\n",
       "    {'name': '大客户销售'}]},\n",
       "  {'name': '北京-石景山区',\n",
       "   'children': [{'name': '产品运营实习生'},\n",
       "    {'name': '产品运营实习生'},\n",
       "    {'name': '产品运营'},\n",
       "    {'name': '销售工程师'},\n",
       "    {'name': '市场推广'}]}],\n",
       " 'name': '北京产品经理应届生'}"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "{'children':[\n",
    "    { 'name':i ,'children':[{'name':j} for j in dict_区_岗位[i]]}   for i in list(set(list(df_job['job.dq'])))\n",
    "],\n",
    " 'name':'北京产品经理应届生'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "id": "7967882c",
   "metadata": {},
   "outputs": [
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       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"\\u4e8c\\u7c7b\\u7535\\u5546\\u6295\\u653e\\u7ecf\\u7406\"\n",
       "                                }\n",
       "                            ],\n",
       "                            \"collapsed\": \"false\"\n",
       "                        }\n",
       "                    ],\n",
       "                    \"name\": \"\\u5317\\u4eac\\u4ea7\\u54c1\\u7ecf\\u7406\\u5e94\\u5c4a\\u751f\"\n",
       "                }\n",
       "            ],\n",
       "            \"symbol\": \"emptyCircle\",\n",
       "            \"symbolSize\": 7,\n",
       "            \"edgeShape\": \"curve\",\n",
       "            \"edgeForkPosition\": \"50%\",\n",
       "            \"roam\": false,\n",
       "            \"expandAndCollapse\": true,\n",
       "            \"layout\": \"radial\",\n",
       "            \"orient\": \"LR\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"leaves\": {\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"margin\": 8\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"Tree-Layout\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_ada766da8c54469c8ddec83cf7c86074.setOption(option_ada766da8c54469c8ddec83cf7c86074);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x15ac94d00>"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Tree\n",
    "\n",
    "data = [\n",
    "   {'children':[\n",
    "    { 'name':\"北京-丰台区\" ,'children':[{'name':j} for j in dict_区_岗位['北京-丰台区']]} \n",
    "],\n",
    " 'name':'北京产品经理应届生'\n",
    "}]\n",
    "\n",
    "c = (\n",
    "    Tree()\n",
    "    .add(\"\", data, collapse_interval=2, layout=\"radial\")\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"Tree-Layout\"))\n",
    "\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "094823ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"f2c8acded5cf4d84ad43aadafe9a7ec7\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_f2c8acded5cf4d84ad43aadafe9a7ec7 = echarts.init(\n",
       "                    document.getElementById('f2c8acded5cf4d84ad43aadafe9a7ec7'), 'white', {renderer: 'canvas'});\n",
       "                var option_f2c8acded5cf4d84ad43aadafe9a7ec7 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"tree\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"children\": [\n",
       "                        {\n",
       "                            \"name\": \"\\u5317\\u4eac-\\u4e30\\u53f0\\u533a\",\n",
       "                            \"children\": [\n",
       "                                {\n",
       "                                    \"name\": \"\\u519c\\u4ea7\\u54c1\\u8fd0\\u8425\\u7ecf\\u7406/\\u9879\\u76ee\\u8d1f\\u8d23\\u4eba\\uff08\\u5317\\u4eac\\uff09\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"\\u6e38\\u620f\\u8fd0\\u8425\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"\\u6237\\u5916\\u65c5\\u6e38\\u4ea7\\u54c1\\u7b56\\u5212\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"\\u7f51\\u7edc\\u8fd0\\u8425\\u4e13\\u5458\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"\\u5e95\\u85aa6000+\\u53cc\\u4f11+\\u4e94\\u9669\\u4e00\\u91d1\\u9ad8\\u85aa\\u9500\\u552e\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"\\u5ba2\\u670d\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u5386\\u53f2\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u7edf\\u8ba1\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"GRE\\u6559\\u7814\\u5458\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP/Alevel/IB\\u7ebf\\u4e0a\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u82f1\\u8bed\\u8bed\\u8a00\\u4e0e\\u5199\\u4f5c\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"SAT/ACT\\u9605\\u8bfb/\\u8bed\\u6cd5\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"IB\\u7ecf\\u6d4e\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"\\u7559\\u5b66\\u6587\\u4e66\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u7269\\u7406\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"GRE\\u6559\\u7814\\u5458\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"IB\\u7ecf\\u6d4e\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u751f\\u7269/\\u5316\\u5b66\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u5fae\\u79ef\\u5206\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"\\u56fd\\u9645\\u8d38\\u6613\\u4e13\\u5458\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u82f1\\u8bed\\u8bed\\u8a00\\u4e0e\\u5199\\u4f5c\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"SAT\\u9605\\u8bfb/\\u8bed\\u6cd5\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AMC\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u7edf\\u8ba1/\\u5fae\\u79ef\\u5206\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP/Alevel/IB\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u5316\\u5b66\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u751f\\u7269\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AMC\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u7269\\u7406\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u7edf\\u8ba1/\\u5fae\\u79ef\\u5206\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"AP\\u7269\\u7406\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"GRE\\u6559\\u7814\\u5458/\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"SAT/ACT\\u9605\\u8bfb\\u6559\\u5e08\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"HTML5\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\\uff08\\u865a\\u62df\\u7ef4\\u4fee\\u65b9\\u5411\\uff09\"\n",
       "                                },\n",
       "                                {\n",
       "                                    \"name\": \"\\u4e8c\\u7c7b\\u7535\\u5546\\u6295\\u653e\\u7ecf\\u7406\"\n",
       "                                }\n",
       "                            ],\n",
       "                            \"collapsed\": \"false\"\n",
       "                        }\n",
       "                    ],\n",
       "                    \"name\": \"\\u5317\\u4eac\\u4ea7\\u54c1\\u7ecf\\u7406\\u5e94\\u5c4a\\u751f\"\n",
       "                }\n",
       "            ],\n",
       "            \"symbol\": \"emptyCircle\",\n",
       "            \"symbolSize\": 7,\n",
       "            \"edgeShape\": \"curve\",\n",
       "            \"edgeForkPosition\": \"50%\",\n",
       "            \"roam\": false,\n",
       "            \"expandAndCollapse\": true,\n",
       "            \"layout\": \"orthogonal\",\n",
       "            \"orient\": \"LR\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"top\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"leaves\": {\n",
       "                \"label\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"margin\": 8\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"Tree-\\u57fa\\u672c\\u793a\\u4f8b\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_f2c8acded5cf4d84ad43aadafe9a7ec7.setOption(option_f2c8acded5cf4d84ad43aadafe9a7ec7);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x15ac8adf0>"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "\n",
    "\n",
    "\n",
    "c = (\n",
    "    Tree()\n",
    "    .add(\"\", data)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"Tree-基本示例\"))\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30a8ab78",
   "metadata": {},
   "source": [
    "# 分析job.title and salary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "id": "d06eea59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['recruiter.recruiterTitle', 'comp.compScale', 'comp.compStage',\n",
       "       'comp.compIndustry', 'comp.compName', 'job.labels', 'job.dq',\n",
       "       'job.campusJobKind', 'job.title', 'job.salary'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ana.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "d3026252",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>中关村标准化协会</td>\n",
       "      <td>项目助理</td>\n",
       "      <td>5-10k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>中关村标准化协会</td>\n",
       "      <td>项目管培生</td>\n",
       "      <td>薪资面议</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>北京中航智科技有限公司</td>\n",
       "      <td>销售工程师</td>\n",
       "      <td>13-16k·14薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Baidu</td>\n",
       "      <td>产品运营-营销和生态方向</td>\n",
       "      <td>20-40k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>北京智慧星光信息技术有限公司</td>\n",
       "      <td>产品运营实习生</td>\n",
       "      <td>2-5k</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>好大夫-互联网医疗运营（限临床/预防/护理等医学专业）</td>\n",
       "      <td>10-18k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>健康顾问（15-20K，16薪）J10974</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>医学专员（底薪15-20K，16薪）J10974</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>好大夫在线</td>\n",
       "      <td>运营专员（10-20K，16薪）J10974</td>\n",
       "      <td>11-20k·16薪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>北京医来伸手健康管理有限公司</td>\n",
       "      <td>视频剪辑</td>\n",
       "      <td>6-11k</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      comp.compName                    job.title  job.salary\n",
       "0          中关村标准化协会                         项目助理       5-10k\n",
       "1          中关村标准化协会                        项目管培生        薪资面议\n",
       "2       北京中航智科技有限公司                        销售工程师  13-16k·14薪\n",
       "3             Baidu                 产品运营-营销和生态方向      20-40k\n",
       "4    北京智慧星光信息技术有限公司                      产品运营实习生        2-5k\n",
       "..              ...                          ...         ...\n",
       "395           好大夫在线  好大夫-互联网医疗运营（限临床/预防/护理等医学专业）  10-18k·16薪\n",
       "396           好大夫在线       健康顾问（15-20K，16薪）J10974  15-20k·16薪\n",
       "397           好大夫在线     医学专员（底薪15-20K，16薪）J10974  15-20k·16薪\n",
       "398           好大夫在线       运营专员（10-20K，16薪）J10974  11-20k·16薪\n",
       "399  北京医来伸手健康管理有限公司                         视频剪辑       6-11k\n",
       "\n",
       "[400 rows x 3 columns]"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ana[['comp.compName','job.title','job.salary']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "3871049d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'中关村标准化协会'"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ana['comp.compName'][0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "id": "c97ba51c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "            <style>\n",
       "            .fl-table {\n",
       "                margin: 20px;\n",
       "                border-radius: 5px;\n",
       "                font-size: 12px;\n",
       "                border: none;\n",
       "                border-collapse: collapse;\n",
       "                max-width: 100%;\n",
       "                white-space: nowrap;\n",
       "                word-break: keep-all;\n",
       "            }\n",
       "\n",
       "            .fl-table th {\n",
       "                text-align: left;\n",
       "                font-size: 20px;\n",
       "            }\n",
       "\n",
       "            .fl-table tr {\n",
       "                display: table-row;\n",
       "                vertical-align: inherit;\n",
       "                border-color: inherit;\n",
       "            }\n",
       "\n",
       "            .fl-table tr:hover td {\n",
       "                background: #00d1b2;\n",
       "                color: #F8F8F8;\n",
       "            }\n",
       "\n",
       "            .fl-table td, .fl-table th {\n",
       "                border-style: none;\n",
       "                border-top: 1px solid #dbdbdb;\n",
       "                border-left: 1px solid #dbdbdb;\n",
       "                border-bottom: 3px solid #dbdbdb;\n",
       "                border-right: 1px solid #dbdbdb;\n",
       "                padding: .5em .55em;\n",
       "                font-size: 15px;\n",
       "            }\n",
       "\n",
       "            .fl-table td {\n",
       "                border-style: none;\n",
       "                font-size: 15px;\n",
       "                vertical-align: center;\n",
       "                border-bottom: 1px solid #dbdbdb;\n",
       "                border-left: 1px solid #dbdbdb;\n",
       "                border-right: 1px solid #dbdbdb;\n",
       "                height: 30px;\n",
       "            }\n",
       "\n",
       "            .fl-table tr:nth-child(even) {\n",
       "                background: #F8F8F8;\n",
       "            }\n",
       "        </style>\n",
       "        <div id=\"52711248cd734f4ea33cbd91c4829004\" class=\"chart-container\" style=\"\">\n",
       "            <p class=\"title\" style=\"font-size: 18px; font-weight:bold;\" > Table-基本示例</p>\n",
       "            <p class=\"subtitle\" style=\"font-size: 12px;\" > 我是副标题支持换行哦</p>\n",
       "            <table class=\"fl-table\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>comp.compName</th>\n",
       "            <th>job.title</th>\n",
       "            <th>job.salary</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>中关村标准化协会</td>\n",
       "            <td>项目助理</td>\n",
       "            <td>5-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中关村标准化协会</td>\n",
       "            <td>项目管培生</td>\n",
       "            <td>薪资面议</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京中航智科技有限公司</td>\n",
       "            <td>销售工程师</td>\n",
       "            <td>13-16k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Baidu</td>\n",
       "            <td>产品运营-营销和生态方向</td>\n",
       "            <td>20-40k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京智慧星光信息技术有限公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>2-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东</td>\n",
       "            <td>高级产品运营</td>\n",
       "            <td>20-40k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中国航空器拥有者及驾驶员协会</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>6-13k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>泰康健投</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>8-15k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京城市网邻信息技术有限公司</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>8-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京诚悦晟达商贸有限公司</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>5-6k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>一心向上</td>\n",
       "            <td>产品运营经理——股权激励SaaS产品</td>\n",
       "            <td>8-10k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Baidu</td>\n",
       "            <td>AIGC产品运营(J59073)</td>\n",
       "            <td>25-50k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>百度网讯</td>\n",
       "            <td>【商业化产品运营经理】（百度外包）</td>\n",
       "            <td>8-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>百度网讯</td>\n",
       "            <td>【商业化产品运营】（百度外包）</td>\n",
       "            <td>8-9k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京中欣银宝通支付服务有限公司</td>\n",
       "            <td>文创产品运营</td>\n",
       "            <td>6-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京世纪好未来教育科技有限公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>3-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京炎龙时空通信科技有限责任公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>3-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中青旅控股股份有限公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>2-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Baidu</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>3-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>贝壳找房(北京)科技有限公司</td>\n",
       "            <td>海外产品运营</td>\n",
       "            <td>12-18k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>半糖去冰科技(北京)有限公司</td>\n",
       "            <td>产品运营211/985应届生</td>\n",
       "            <td>7-10k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>字节跳动</td>\n",
       "            <td>商业化产品运营-飞书People</td>\n",
       "            <td>25-50k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京嘀果技术服务有限公司</td>\n",
       "            <td>英文编辑（产品运营方向）</td>\n",
       "            <td>12-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京嘀果技术服务有限公司</td>\n",
       "            <td>英文产品运营</td>\n",
       "            <td>11-16k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京航天智造科技发展有限公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>2-3k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中国农业电影电视中心</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>1-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>链家地产</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>12-18k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>一汽(北京)软件科技有限公司</td>\n",
       "            <td>智能座舱领域产品运营</td>\n",
       "            <td>15-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>字节跳动</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>2-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>软通动力</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>7-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>建信融通有限责任公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>1-2k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>布比科技</td>\n",
       "            <td>产品运营经理</td>\n",
       "            <td>10-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>百度(中国)有限公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>2-3k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>花香盛世国际体育</td>\n",
       "            <td>体育产品运营专员</td>\n",
       "            <td>8-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京易思卓科技有限公司</td>\n",
       "            <td>阿拉伯语区域产品运营</td>\n",
       "            <td>8-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>深圳市商汤科技有限公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>8-13k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>迦游</td>\n",
       "            <td>游戏产品运营</td>\n",
       "            <td>8-15k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京世纪好未来教育科技有限公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>5-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>金山办公软件</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>10-15k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>百度(中国)有限公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>2-3k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东商城</td>\n",
       "            <td>结算产品运营实习生</td>\n",
       "            <td>2-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>美团网</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>2-3k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京世纪好未来教育科技有限公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>2-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京金桐网科技有限公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>2-3k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京顺丰同城科技有限公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>3-6k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>美团网</td>\n",
       "            <td>搜索产品运营实习生</td>\n",
       "            <td>3-6k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>景行慧动</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>4-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>单赤道(北京)咖啡餐饮管理有限责任公司</td>\n",
       "            <td>产品运营实习生</td>\n",
       "            <td>3-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>守望地球(北京)环境科技有限公司</td>\n",
       "            <td>科考产品运营</td>\n",
       "            <td>6-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京丰泽晟华农业科技发展有限公司</td>\n",
       "            <td>农产品运营经理/项目负责人（北京）</td>\n",
       "            <td>6-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Baidu</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>17173</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>20-30k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>泰康健投</td>\n",
       "            <td>文创产品运营管理</td>\n",
       "            <td>12-18k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>超极想网络科技(北京)有限公司</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>6-8k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>三星电子</td>\n",
       "            <td>产品运营专员</td>\n",
       "            <td>10-15k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京学策科技有限公司</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>15-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Baidu</td>\n",
       "            <td>知道产品部_用户产品运营实习生(J66018)</td>\n",
       "            <td>3-6k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京金玺文化传媒有限公司</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>8-13k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>时代传浮</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>8-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京人教希望读者服务有限责任公司</td>\n",
       "            <td>产品运营专员</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京青翼凌云科技有限公司</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>12-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>微博</td>\n",
       "            <td>微博视频产品运营实习生</td>\n",
       "            <td>2-3k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>走遍世界(北京)信息技术有限公司</td>\n",
       "            <td>产品运营</td>\n",
       "            <td>1-2k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Baidu</td>\n",
       "            <td>度目及人脸人体产品组_AI产品商业化运营(J57205)</td>\n",
       "            <td>15-25k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中国青年出版总社有限公司</td>\n",
       "            <td>【中青心文化传媒】产品内容运营</td>\n",
       "            <td>8-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>抖音视界有限公司</td>\n",
       "            <td>国际化产品创作者运营实习生(巴西)</td>\n",
       "            <td>3-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>集易行</td>\n",
       "            <td>产品运维兼运营工程师</td>\n",
       "            <td>8-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京科学技术出版社</td>\n",
       "            <td>图书产品-直播运营</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京牛客科技有限公司</td>\n",
       "            <td>产品实习生</td>\n",
       "            <td>3-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京金风科创风电设备有限公司</td>\n",
       "            <td>产品助理</td>\n",
       "            <td>13-16k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京智慧星光信息技术有限公司</td>\n",
       "            <td>用户策略研究</td>\n",
       "            <td>15-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京智慧星光信息技术有限公司</td>\n",
       "            <td>策略运营</td>\n",
       "            <td>13-25k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>佛山市南海区中城数字城市促进中心</td>\n",
       "            <td>线上运营经理</td>\n",
       "            <td>8-11k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>完美世界</td>\n",
       "            <td>数据分析师</td>\n",
       "            <td>15-30k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>海南鹭鹰私募基金管理合伙企业(有限合伙)</td>\n",
       "            <td>基金运营</td>\n",
       "            <td>7-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>苏州聊医聊信息科技有限公司</td>\n",
       "            <td>产品经理</td>\n",
       "            <td>10-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京蓝海在线科技有限公司</td>\n",
       "            <td>助理产品经理</td>\n",
       "            <td>6-11k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京华观致(北京)国际信息咨询有限公司</td>\n",
       "            <td>产品经理</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东商城</td>\n",
       "            <td>履约规划运营</td>\n",
       "            <td>20-35k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>华农财产保险</td>\n",
       "            <td>互联网保险bd</td>\n",
       "            <td>10-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>愿景和家</td>\n",
       "            <td>智慧社区运营经理</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东集团</td>\n",
       "            <td>电商产品经理</td>\n",
       "            <td>15-25k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京千里马网信科技有限公司</td>\n",
       "            <td>物业市拓经理</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京百灵威科技有限公司</td>\n",
       "            <td>产品经理</td>\n",
       "            <td>8-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京汇智捷科技有限公司</td>\n",
       "            <td>新媒体运营</td>\n",
       "            <td>5-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>阿尔特汽车技术股份有限公司</td>\n",
       "            <td>运营助理</td>\n",
       "            <td>6-9k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>我看网络技术(北京)有限公司</td>\n",
       "            <td>内容运营（北京）</td>\n",
       "            <td>6-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>游戏运营</td>\n",
       "            <td>14-19k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中国民生银行股份有限公司</td>\n",
       "            <td>数据产品经理</td>\n",
       "            <td>25-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>搜狐</td>\n",
       "            <td>校园拓展运营 (MJ008766)</td>\n",
       "            <td>10-20k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>用友网络科技股份有限公司</td>\n",
       "            <td>客户成功运营顾问</td>\n",
       "            <td>3-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京抖音信息服务有限公司</td>\n",
       "            <td>交互设计师</td>\n",
       "            <td>20-40k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>国科恒泰(北京)医疗科技股份有限公司</td>\n",
       "            <td>产品主管</td>\n",
       "            <td>20-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>新东方前途</td>\n",
       "            <td>美本留学产品专员</td>\n",
       "            <td>10-13k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>巴别时代</td>\n",
       "            <td>海外运营总监</td>\n",
       "            <td>25-40k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京优品酷卖科技有限公司</td>\n",
       "            <td>高级采购经理</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京同仁堂健康</td>\n",
       "            <td>商家运营</td>\n",
       "            <td>18-28k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京形上科技有限责任公司</td>\n",
       "            <td>业务拓展专员/助理</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京格力森酒业有限公司</td>\n",
       "            <td>业务拓展专员/助理</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京同仁堂健康</td>\n",
       "            <td>营养师</td>\n",
       "            <td>8-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>分享通信</td>\n",
       "            <td>产品经理</td>\n",
       "            <td>15-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>凤凰网</td>\n",
       "            <td>业务统筹</td>\n",
       "            <td>薪资面议</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>网易有道</td>\n",
       "            <td>广告运营</td>\n",
       "            <td>10-15k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>沃丰科技</td>\n",
       "            <td>产品助理</td>\n",
       "            <td>8-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京独角鲸群文化创意有限公司</td>\n",
       "            <td>抖音直播运营</td>\n",
       "            <td>8-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京叁姐妹网络科技有限公司</td>\n",
       "            <td>抖音运营</td>\n",
       "            <td>7-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>施耐德电气</td>\n",
       "            <td>Business Development Engineer- Ship-out</td>\n",
       "            <td>薪资面议</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>厦门安踏服饰有限公司</td>\n",
       "            <td>安踏直播间场控-北京</td>\n",
       "            <td>7-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京蓝色光标数字传媒科技有限公司</td>\n",
       "            <td>广告运营经理</td>\n",
       "            <td>20-35k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>赋范空间</td>\n",
       "            <td>新媒体运营</td>\n",
       "            <td>8-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>水滴公司</td>\n",
       "            <td>保险商品运营实习生(2023825c2df0da3)</td>\n",
       "            <td>6-7k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>海鸿达(北京)餐饮管理有限公司</td>\n",
       "            <td>海外SAP运维专员(A32607)</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>字节跳动</td>\n",
       "            <td>企业效能顾问（生态伙伴管理方向）-飞书</td>\n",
       "            <td>30-60k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京格瑞广告传媒有限公司</td>\n",
       "            <td>直播中场控</td>\n",
       "            <td>7-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>博思致新</td>\n",
       "            <td>高级产品经理</td>\n",
       "            <td>20-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京格瑞广告传媒有限公司</td>\n",
       "            <td>直播场控</td>\n",
       "            <td>7-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>医药魔方</td>\n",
       "            <td>数据分析师（临床数据方向）</td>\n",
       "            <td>10-20k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京御生堂健康产业集团有限公司</td>\n",
       "            <td>私域运营专员</td>\n",
       "            <td>4-6k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>朗致集团</td>\n",
       "            <td>产品助理（职位编号:LZHR158）</td>\n",
       "            <td>8-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京市酥米教育科技有限公司</td>\n",
       "            <td>文案</td>\n",
       "            <td>8-11k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>颐康润养(北京)科技发展有限公司</td>\n",
       "            <td>电话销售招商经理</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中国人寿保险销售有限责任公司</td>\n",
       "            <td>后台核心系统团队-团队副职</td>\n",
       "            <td>45-65k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Baidu</td>\n",
       "            <td>应用产品业务运营部_PMO(J54274)</td>\n",
       "            <td>25-40k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>张家口花椒科技有限公司</td>\n",
       "            <td>游戏运营</td>\n",
       "            <td>20-40k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>航天信息软件技术有限公司</td>\n",
       "            <td>项目管理/质量管理工程师</td>\n",
       "            <td>8-15k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京华熙海御科技有限公司</td>\n",
       "            <td>运营赋能助理(002268)</td>\n",
       "            <td>7-9k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>灵岩创世</td>\n",
       "            <td>人事行政助理</td>\n",
       "            <td>6-8k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京天算资产管理有限公司</td>\n",
       "            <td>天算量化 |基金运营  招聘（全职）</td>\n",
       "            <td>8-13k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>山东辰扬环境科技有限公司</td>\n",
       "            <td>采购经理</td>\n",
       "            <td>28-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>网易集团</td>\n",
       "            <td>资深SEO优化</td>\n",
       "            <td>20-40k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京北信源软件股份有限公司</td>\n",
       "            <td>管理培训生（运营管理）</td>\n",
       "            <td>8-16k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京中程润达科技有限公司</td>\n",
       "            <td>奢侈品鉴定师</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>蚂蚁集团</td>\n",
       "            <td>蚂蚁集团-数字科技线-区块链服务Java技术专家</td>\n",
       "            <td>30-60k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京弘毅远科技有限公司</td>\n",
       "            <td>校园运营经理</td>\n",
       "            <td>10-15k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东方空间数智</td>\n",
       "            <td>财务专员</td>\n",
       "            <td>8-10k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京牧游科技有限公司</td>\n",
       "            <td>游戏投放</td>\n",
       "            <td>10-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>浙江游侠客国际旅行社有限公司北京分公司</td>\n",
       "            <td>户外旅游产品策划</td>\n",
       "            <td>7-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>深圳乐巢时代科技有限公司</td>\n",
       "            <td>BI工程师（14薪，全额社保）</td>\n",
       "            <td>15-25k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>字节跳动</td>\n",
       "            <td>飞书企业效能顾问-业务效能方向</td>\n",
       "            <td>25-55k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京链鲸科技有限公司</td>\n",
       "            <td>海外运营经理</td>\n",
       "            <td>20-50k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>新氧科技</td>\n",
       "            <td>营销顾问</td>\n",
       "            <td>12-22k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京乐城堡科技有限公司</td>\n",
       "            <td>主数值策划</td>\n",
       "            <td>20-45k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东</td>\n",
       "            <td>广告渠道销售部实习生</td>\n",
       "            <td>2-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>颐康润养(北京)科技发展有限公司</td>\n",
       "            <td>电话销售</td>\n",
       "            <td>8-13k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>新世纪医疗</td>\n",
       "            <td>运营经理</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>用友网络科技股份有限公司</td>\n",
       "            <td>生态BD经理</td>\n",
       "            <td>20-30k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>联东集团</td>\n",
       "            <td>商品数据实习生</td>\n",
       "            <td>1-2k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>天津魔芝工坊信息技术有限公司</td>\n",
       "            <td>游戏运营</td>\n",
       "            <td>4-6k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>国信证券股份有限公司</td>\n",
       "            <td>市场营销助理</td>\n",
       "            <td>3-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>合生创展集团有限公司</td>\n",
       "            <td>合生创展总部-信息化管培生</td>\n",
       "            <td>12-18k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京乘风扬航科技有限公司</td>\n",
       "            <td>客服+五险一金</td>\n",
       "            <td>6-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京崇珍科贸有限公司</td>\n",
       "            <td>化妆品 市场推广</td>\n",
       "            <td>10-15k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>畅游天下</td>\n",
       "            <td>游戏运营-应届生</td>\n",
       "            <td>8-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京海丰特环境科技发展有限公司</td>\n",
       "            <td>网站编辑</td>\n",
       "            <td>6-9k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>联东集团</td>\n",
       "            <td>信息化部门-产品实习生</td>\n",
       "            <td>1-2k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京掌上先机网络科技有限公司(慧策)</td>\n",
       "            <td>商业分析总监(J13588)</td>\n",
       "            <td>20-40k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>明世公司</td>\n",
       "            <td>金融科技研发工程师</td>\n",
       "            <td>20-40k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>阿里巴巴集团</td>\n",
       "            <td>区块链服务Java技术专家</td>\n",
       "            <td>20-40k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>润泽环保</td>\n",
       "            <td>产品经理（偏市场）</td>\n",
       "            <td>7-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京章鱼小泡泡科技有限公司</td>\n",
       "            <td>网络运营专员</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中科博爱(北京)咨询有限公司</td>\n",
       "            <td>心理学产品设备专员</td>\n",
       "            <td>5-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京维应科技有限责任公司</td>\n",
       "            <td>用户运营</td>\n",
       "            <td>15-20k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京中航智科技有限公司</td>\n",
       "            <td>大客户销售经理</td>\n",
       "            <td>15-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>阳光保险集团</td>\n",
       "            <td>客服机器人训练师/训机师</td>\n",
       "            <td>5-7k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京君尚伟业科技有限公司</td>\n",
       "            <td>运营助理</td>\n",
       "            <td>5-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>链家地产</td>\n",
       "            <td>置业顾问</td>\n",
       "            <td>6-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>字节跳动</td>\n",
       "            <td>零售行业解决方案实习生-火山引擎</td>\n",
       "            <td>3-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>独角鲨(北京)科技有限公司</td>\n",
       "            <td>运营经理/专员</td>\n",
       "            <td>8-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>麦凯隆(北京)家居用品有限公司</td>\n",
       "            <td>网店运营</td>\n",
       "            <td>4-9k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京崇珍科贸有限公司</td>\n",
       "            <td>化妆品市场推广</td>\n",
       "            <td>10-15k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京合众衡平信息技术有限责任公司</td>\n",
       "            <td>市场销售经理</td>\n",
       "            <td>10-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>快手</td>\n",
       "            <td>HR数据分析实习生</td>\n",
       "            <td>3-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>荣耀终端</td>\n",
       "            <td>电商内容运营</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京胜尊信息技术有限公司</td>\n",
       "            <td>电商运营店长</td>\n",
       "            <td>12-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京乐信圣文科技有限责任公司</td>\n",
       "            <td>内容运营实习生</td>\n",
       "            <td>3-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东</td>\n",
       "            <td>产品经理</td>\n",
       "            <td>20-35k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京博雅甲睿文化发展有限公司</td>\n",
       "            <td>实习编辑</td>\n",
       "            <td>2-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京金元尚杰科技有限公司</td>\n",
       "            <td>运营主管</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>一寸光年</td>\n",
       "            <td>音乐策划</td>\n",
       "            <td>8-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京骏嘉财通科技有限公司</td>\n",
       "            <td>证券投资软件销售顾问（提供客户+员工住宿）</td>\n",
       "            <td>8-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>华夏恒生</td>\n",
       "            <td>运营实习生</td>\n",
       "            <td>3-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京鸿盈信息技术有限公司</td>\n",
       "            <td>社区运营实习生</td>\n",
       "            <td>2-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京文迪威教育科技有限公司</td>\n",
       "            <td>教育研发</td>\n",
       "            <td>3-7k·22薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>上海书品仓科技有限责任公司</td>\n",
       "            <td>新媒体运营</td>\n",
       "            <td>4-7k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京华清易点科技有限公司</td>\n",
       "            <td>电脑配件及服务产品经理</td>\n",
       "            <td>15-30k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京胜尊信息技术有限公司</td>\n",
       "            <td>电商运营</td>\n",
       "            <td>12-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京爱语吧科技有限公司</td>\n",
       "            <td>英语编辑</td>\n",
       "            <td>8-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京华清易点科技有限公司</td>\n",
       "            <td>产品BP经理</td>\n",
       "            <td>25-30k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>金溪县阿里兄弟电子商务有限公司</td>\n",
       "            <td>运营助理</td>\n",
       "            <td>6-9k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京青峰玉吉科技咨询服务有限公司</td>\n",
       "            <td>销售</td>\n",
       "            <td>8-13k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京四维通联电讯器材有限公司</td>\n",
       "            <td>产品业务专员</td>\n",
       "            <td>5-7k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>梦灵国际医疗科技(北京)有限责任公司</td>\n",
       "            <td>用户运营</td>\n",
       "            <td>5-9k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京疯狂体育产业管理有限公司</td>\n",
       "            <td>运营推广专员</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京课厅教育科技有限公司</td>\n",
       "            <td>用户运营</td>\n",
       "            <td>8-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京龙宏兴塑日用品有限公司</td>\n",
       "            <td>电商运营</td>\n",
       "            <td>8-13k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>云豆传媒(北京)有限公司</td>\n",
       "            <td>其他实习生/培训生/储备干部</td>\n",
       "            <td>3-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京人人平安科技有限公司</td>\n",
       "            <td>文字编辑</td>\n",
       "            <td>4-6k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京网讯达科技有限公司</td>\n",
       "            <td>需求工程师</td>\n",
       "            <td>6-9k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京众心天诚科技发展有限公司</td>\n",
       "            <td>美工</td>\n",
       "            <td>3-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京积木控文化有限公司</td>\n",
       "            <td>新媒体运营实习生</td>\n",
       "            <td>2-3k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>呷哺呷哺</td>\n",
       "            <td>实习生（研发部）</td>\n",
       "            <td>3-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京润泽慧教育科技有限公司</td>\n",
       "            <td>业务拓展专员/助理</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>一寸光年</td>\n",
       "            <td>音乐推广</td>\n",
       "            <td>8-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>百度时代网络</td>\n",
       "            <td>业务监察部-实习生</td>\n",
       "            <td>3-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京紫光数智科技股份有限公司</td>\n",
       "            <td>软件实施顾问</td>\n",
       "            <td>7-11k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中信科智联科技有限公司</td>\n",
       "            <td>产品战略市场经理（智能驾驶）</td>\n",
       "            <td>2-3k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>东风汽车金融有限公司</td>\n",
       "            <td>数智化应用专员（应届毕业生）</td>\n",
       "            <td>9-13k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>美世留学</td>\n",
       "            <td>香港留学产品经理</td>\n",
       "            <td>15-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京易点淘网络技术有限公司</td>\n",
       "            <td>体验提升产品经理</td>\n",
       "            <td>10-30k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京书香文雅图书文化有限公司</td>\n",
       "            <td>电子教育产品研发</td>\n",
       "            <td>7-16k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>上海睿沃信息科技有限公司</td>\n",
       "            <td>产品经理</td>\n",
       "            <td>20-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>美团网</td>\n",
       "            <td>数据开发工程师</td>\n",
       "            <td>30-60k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>云南白药集团股份有限公司</td>\n",
       "            <td>数据分析专员</td>\n",
       "            <td>8-12k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>启鸣梧桐(北京)科技有限公司</td>\n",
       "            <td>运营专员</td>\n",
       "            <td>7-11k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中国电信安全公司</td>\n",
       "            <td>产品经理</td>\n",
       "            <td>20-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>华为</td>\n",
       "            <td>软件开发工程师</td>\n",
       "            <td>20-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>华为</td>\n",
       "            <td>大数据开发工程师</td>\n",
       "            <td>20-40k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>华为云计算技术有限公司</td>\n",
       "            <td>软件开发工程师</td>\n",
       "            <td>20-40k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京信联数安科技有限公司</td>\n",
       "            <td>安全漏洞管理工程师</td>\n",
       "            <td>8-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>修正药业集团股份有限公司</td>\n",
       "            <td>运营经理</td>\n",
       "            <td>15-25k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京京西重工有限公司</td>\n",
       "            <td>制造工程师、应用工程师等（应届生解决北京户口）</td>\n",
       "            <td>6-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>欣可丽美学(上海)医疗科技有限公司</td>\n",
       "            <td>应用发展经理</td>\n",
       "            <td>薪资面议</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>骏安供应链科技有限公司</td>\n",
       "            <td>物流平台运营管理岗</td>\n",
       "            <td>7-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京航天创智科技有限公司</td>\n",
       "            <td>产 品 经 理</td>\n",
       "            <td>8-24k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>曼迪匹艾(北京)科技服务有限公司</td>\n",
       "            <td>项目助理（Scilit）</td>\n",
       "            <td>14-17k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>英雄互娱科技股份有限公司</td>\n",
       "            <td>日语游戏运营-OPL</td>\n",
       "            <td>10-30k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>宝马(中国)汽车贸易有限公司</td>\n",
       "            <td>闪光的实习-销售订单管理</td>\n",
       "            <td>薪资面议</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京清能互联科技有限公司</td>\n",
       "            <td>能源互联网产品工程师</td>\n",
       "            <td>14-20k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京云动九天科技有限公司</td>\n",
       "            <td>数据分析师</td>\n",
       "            <td>10-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>三节课</td>\n",
       "            <td>教学设计实习生 (MJ000027)</td>\n",
       "            <td>3-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中信期货</td>\n",
       "            <td>资产管理中心-业务二部-实习生G01053</td>\n",
       "            <td>薪资面议</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>数坤科技</td>\n",
       "            <td>产品经理（北京）(J10119)</td>\n",
       "            <td>15-22k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>小川科技</td>\n",
       "            <td>Golang后台开发工程师</td>\n",
       "            <td>30-60k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>HORWATH酒店管理顾问(北京)有限公司</td>\n",
       "            <td>媒体运营</td>\n",
       "            <td>7-9k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京顺昌盛世医疗大数据科技有限公司同世堂第零零零中医诊所</td>\n",
       "            <td>客服</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Baidu</td>\n",
       "            <td>售前技术支持</td>\n",
       "            <td>9-11k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京华创盈讯科技有限公司</td>\n",
       "            <td>财务BP</td>\n",
       "            <td>8-14k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京微联至元商贸有限公司</td>\n",
       "            <td>客服</td>\n",
       "            <td>5-6k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>曼迪匹艾(北京)科技服务有限公司</td>\n",
       "            <td>项目助理（Scilit）</td>\n",
       "            <td>14-17k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京质云数据科技有限公司</td>\n",
       "            <td>新媒体编辑</td>\n",
       "            <td>10-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>曼迪匹艾(北京)科技服务有限公司</td>\n",
       "            <td>项目助理（Scilit）</td>\n",
       "            <td>14-17k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>惠买在线</td>\n",
       "            <td>运营助理</td>\n",
       "            <td>7-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>烟台莹佳食品有限公司</td>\n",
       "            <td>有机食品项目经理</td>\n",
       "            <td>50-80k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京世纪高教图书有限公司</td>\n",
       "            <td>用户运营</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>须眉智能科技(江苏)有限公司</td>\n",
       "            <td>内容运营</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京抖音信息服务有限公司</td>\n",
       "            <td>产品经理</td>\n",
       "            <td>18-25k·18薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>恒昌</td>\n",
       "            <td>管培生</td>\n",
       "            <td>薪资面议</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京小牛邦信息技术有限公司</td>\n",
       "            <td>底薪6000+双休+五险一金高薪销售</td>\n",
       "            <td>8-13k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京鹰瞳科技发展股份有限公司</td>\n",
       "            <td>产品经理-视光 (MJ000558)</td>\n",
       "            <td>30-50k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东</td>\n",
       "            <td>运动服饰运营岗</td>\n",
       "            <td>10-15k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>顺丰速运</td>\n",
       "            <td>业务拓展专员</td>\n",
       "            <td>8-11k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>酷渲(北京)科技有限公司</td>\n",
       "            <td>电销顾问</td>\n",
       "            <td>8-13k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京宠医点评科技有限公司</td>\n",
       "            <td>新媒体运营</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京医来伸手健康管理有限公司同世堂中医诊所</td>\n",
       "            <td>客服专员</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京京邦达贸易有限公司</td>\n",
       "            <td>区域销售经理</td>\n",
       "            <td>10-15k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>永福盛(北京)食品有限公司</td>\n",
       "            <td>客服</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京炎龙时空通信科技有限责任公司</td>\n",
       "            <td>内容运营实习生</td>\n",
       "            <td>3-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京天一沃德商务服务有限公司</td>\n",
       "            <td>客服</td>\n",
       "            <td>4-7k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京国质联合检测技术研究院</td>\n",
       "            <td>课程销售</td>\n",
       "            <td>11-22k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>酷渲(北京)科技有限公司</td>\n",
       "            <td>销售顾问</td>\n",
       "            <td>12-18k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>日推石化(北京)有限公司</td>\n",
       "            <td>客服</td>\n",
       "            <td>4-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京东方明悦体育发展有限公司</td>\n",
       "            <td>客服</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京宏途创联科技有限公司</td>\n",
       "            <td>运营助理</td>\n",
       "            <td>4-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京聚英星辉科技有限公司</td>\n",
       "            <td>客服专员</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>蒙羊康盛(北京)食品有限公司</td>\n",
       "            <td>电商运营经理</td>\n",
       "            <td>6-7k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京爱车团网络科技有限公司</td>\n",
       "            <td>客服</td>\n",
       "            <td>4-6k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京学力星球科技有限责任公司</td>\n",
       "            <td>纯文职客服</td>\n",
       "            <td>6-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京国质联合检测技术研究院</td>\n",
       "            <td>课程销售</td>\n",
       "            <td>5-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>百度(中国)有限公司</td>\n",
       "            <td>百度AI开放平台-智能创作-产品实习生</td>\n",
       "            <td>4-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京简舍装饰设计有限公司</td>\n",
       "            <td>客服运营</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京和平阳光国际健身俱乐部有限公司</td>\n",
       "            <td>客服</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京泽元堂</td>\n",
       "            <td>客服</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京和平阳光国际健身俱乐部有限公司</td>\n",
       "            <td>销售顾问</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京和平阳光国际健身俱乐部有限公司</td>\n",
       "            <td>销售代表</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>方正中期期货</td>\n",
       "            <td>金融股指经纪人</td>\n",
       "            <td>5-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京和平阳光国际健身俱乐部有限公司</td>\n",
       "            <td>会籍顾问</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京法利莱移动板房有限公司</td>\n",
       "            <td>客服</td>\n",
       "            <td>5-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>云南澜博科技有限公司</td>\n",
       "            <td>客服</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京万相归春网络科技有限公司</td>\n",
       "            <td>客服</td>\n",
       "            <td>8-13k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>睿艺视通信息技术(北京)有限公司</td>\n",
       "            <td>联合运营</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>金桐网</td>\n",
       "            <td>新媒体运营</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>汇才远达(北京)科技有限公司</td>\n",
       "            <td>客服</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京瑞通领航科技有限公司</td>\n",
       "            <td>客服</td>\n",
       "            <td>3-6k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京飞步凌云科技有限公司</td>\n",
       "            <td>京东运营助理</td>\n",
       "            <td>5-7k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京知牧科技有限责任公司</td>\n",
       "            <td>产品助理</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京创金启富</td>\n",
       "            <td>销售支持</td>\n",
       "            <td>10-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP历史教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京中科九章软件有限公司</td>\n",
       "            <td>python软件工程师（初级）</td>\n",
       "            <td>12-16k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP统计教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>GRE教研员</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP/Alevel/IB线上教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京睿美傲世文化传播有限公司</td>\n",
       "            <td>应届毕业生</td>\n",
       "            <td>6-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP英语语言与写作教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京宏昆酒店集团</td>\n",
       "            <td>会员策略运营</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>平安健康保险股份有限公司北京分公司</td>\n",
       "            <td>B端对公客户经理</td>\n",
       "            <td>薪资面议</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中讯邮电咨询设计院有限公司</td>\n",
       "            <td>解决方案经理（创新业务部）</td>\n",
       "            <td>10-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>朗姿股份有限公司</td>\n",
       "            <td>直播运营</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京宏昆酒店集团</td>\n",
       "            <td>集团协议拓展</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>是通科技(北京)有限公司</td>\n",
       "            <td>运营专员</td>\n",
       "            <td>6-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>SAT/ACT阅读/语法教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>戍源优品科技发展(北京)有限公司</td>\n",
       "            <td>淘宝运营</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>IB经济教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>留学文书教师</td>\n",
       "            <td>20-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP物理教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>GRE教研员</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>SAT数学教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>IB经济教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP生物/化学教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Transfer easy</td>\n",
       "            <td>客户运营专员</td>\n",
       "            <td>8-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP微积分教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>金诚信</td>\n",
       "            <td>国际贸易专员</td>\n",
       "            <td>20-23k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP英语语言与写作教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中国电信股份有限公司</td>\n",
       "            <td>大数据安全管理工程师</td>\n",
       "            <td>15-20k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>SAT阅读/语法教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AMC教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP统计/微积分教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP/Alevel/IB教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>上海南燕信息技术有限公司</td>\n",
       "            <td>高端医疗个险运营</td>\n",
       "            <td>8-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP化学教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP生物教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>IB/AP经济教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AMC教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>远海国际旅游集团</td>\n",
       "            <td>国际游学销售</td>\n",
       "            <td>6-16k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP物理教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP统计/微积分教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>AP物理教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京新锐伟业网络技术有限公司</td>\n",
       "            <td>Google/Facebook优化师</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>GRE教研员/教师</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京厚朴优学教育科技有限公司</td>\n",
       "            <td>SAT/ACT阅读教师</td>\n",
       "            <td>18-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>爱康网</td>\n",
       "            <td>中级前端开发工程师</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京玮航科技有限公司</td>\n",
       "            <td>市场产品专员</td>\n",
       "            <td>8-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>泰康健康管理(北京)有限公司</td>\n",
       "            <td>健康服务运营管理岗</td>\n",
       "            <td>16-32k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>思梵私募基金管理(杭州)有限公司</td>\n",
       "            <td>基金行政运营助理</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>视源股份</td>\n",
       "            <td>客户经理</td>\n",
       "            <td>8-16k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>小米</td>\n",
       "            <td>运营专员</td>\n",
       "            <td>8-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东商城</td>\n",
       "            <td>实施交付专家</td>\n",
       "            <td>25-50k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东</td>\n",
       "            <td>采销助理实习生</td>\n",
       "            <td>2-3k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京红豆树网络科技有限公司</td>\n",
       "            <td>产品经理</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>戍源优品科技发展(北京)有限公司</td>\n",
       "            <td>电商运营</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>安徽省永幕教育咨询有限公司</td>\n",
       "            <td>电话销售/保底1.5w/精准资源轻松易上手</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京一来电子商务有限公司</td>\n",
       "            <td>新媒体运营</td>\n",
       "            <td>6-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>宜佰壹(北京)餐饮管理有限公司</td>\n",
       "            <td>网上商城运营主管</td>\n",
       "            <td>5-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京开金睿远管理咨询有限公司</td>\n",
       "            <td>金融产品经理</td>\n",
       "            <td>8-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京伴刻翼科技有限公司</td>\n",
       "            <td>客服助理</td>\n",
       "            <td>4-8k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>烟台莹佳食品有限公司</td>\n",
       "            <td>店长/卖场管理</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>高途</td>\n",
       "            <td>直播运营</td>\n",
       "            <td>15-35k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>航天开元</td>\n",
       "            <td>销售经理</td>\n",
       "            <td>10-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京网安通达科技有限公司</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>8-16k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>11-16k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>8-14k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>7-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>7-15k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京网安通达科技有限公司</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>8-16k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>7-15k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>7-15k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京金巴顺漾科技有限公司</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>8-13k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>7-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>9-16k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>咏怀钟鼎</td>\n",
       "            <td>体育行业研究员-政策规划咨询师（政府智库、城乡建设）</td>\n",
       "            <td>10-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>9-16k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>8-16k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>7-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>德科信息</td>\n",
       "            <td>菲律宾翻译</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>泰康在线财产保险股份有限公司</td>\n",
       "            <td>互联网保险运营</td>\n",
       "            <td>12-20k·14薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>沃丰科技</td>\n",
       "            <td>管培生</td>\n",
       "            <td>10-20k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>7-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京钓台傲骄食品科技有限公司</td>\n",
       "            <td>新媒体运营</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>中国信息通信研究院</td>\n",
       "            <td>工业互联网产业研究员</td>\n",
       "            <td>14-24k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>百融云创</td>\n",
       "            <td>数据分析实习生 (MJ001035)</td>\n",
       "            <td>4-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>软通动力</td>\n",
       "            <td>亚运会体育热点实习（外派百度）</td>\n",
       "            <td>3-4k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>清源泰硕</td>\n",
       "            <td>仪器产品经理</td>\n",
       "            <td>15-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京抖音信息服务有限公司</td>\n",
       "            <td>数据安全专家、资深工程师</td>\n",
       "            <td>25-50k·15薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东</td>\n",
       "            <td>供应链运营规划</td>\n",
       "            <td>30-50k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>光谷动力科技</td>\n",
       "            <td>HTML5</td>\n",
       "            <td>12-16k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京企悦惠科技发展有限公司</td>\n",
       "            <td>内容运营实习生（幼教）</td>\n",
       "            <td>2-5k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>山东九鑫生物工程有限公司</td>\n",
       "            <td>信息流编导</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Yogo Robot</td>\n",
       "            <td>机器人运营</td>\n",
       "            <td>6-11k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>长信恒业家族办公室</td>\n",
       "            <td>市场运营（产品经理）</td>\n",
       "            <td>8-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东</td>\n",
       "            <td>产品经理</td>\n",
       "            <td>14-16k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京草莓时代文化传媒有限责任公司</td>\n",
       "            <td>MCN新媒体运营</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京朗迪锋科技有限公司</td>\n",
       "            <td>产品经理（虚拟维修方向）</td>\n",
       "            <td>15-30k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>去哪儿</td>\n",
       "            <td>搜索推荐策略产品经理 (MJ005771)</td>\n",
       "            <td>25-40k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>利玛软件</td>\n",
       "            <td>大客户销售</td>\n",
       "            <td>10-25k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>京东商城</td>\n",
       "            <td>销售政策</td>\n",
       "            <td>25-55k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>都美(北京)品牌管理有限公司</td>\n",
       "            <td>电商运营助理</td>\n",
       "            <td>7-10k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京一景园林有限公司</td>\n",
       "            <td>新媒体运营专员</td>\n",
       "            <td>5-8k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京祉君商贸有限公司</td>\n",
       "            <td>电商运营</td>\n",
       "            <td>8-11k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京锐服信科技有限公司</td>\n",
       "            <td>售前工程师</td>\n",
       "            <td>8-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>上海尝享网络科技有限公司</td>\n",
       "            <td>高级JAVA工程师——委托</td>\n",
       "            <td>薪资面议</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>镭神智能</td>\n",
       "            <td>销售工程师</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京双子博鑫文化传播有限公司</td>\n",
       "            <td>文案策划</td>\n",
       "            <td>8-12k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京中润广益科技发展有限公司</td>\n",
       "            <td>新媒体助理</td>\n",
       "            <td>4-6k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京博思汇文数字科技有限公司</td>\n",
       "            <td>市场推广</td>\n",
       "            <td>8-20k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京德达互动咨询有限公司</td>\n",
       "            <td>二类电商投放经理</td>\n",
       "            <td>10-15k</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京金巴顺漾科技有限公司</td>\n",
       "            <td>产品经理</td>\n",
       "            <td>8-13k·13薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>好大夫在线</td>\n",
       "            <td>好大夫-互联网医疗运营（限临床/预防/护理等医学专业）</td>\n",
       "            <td>10-18k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>好大夫在线</td>\n",
       "            <td>健康顾问（15-20K，16薪）J10974</td>\n",
       "            <td>15-20k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>好大夫在线</td>\n",
       "            <td>医学专员（底薪15-20K，16薪）J10974</td>\n",
       "            <td>15-20k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>好大夫在线</td>\n",
       "            <td>运营专员（10-20K，16薪）J10974</td>\n",
       "            <td>11-20k·16薪</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>北京医来伸手健康管理有限公司</td>\n",
       "            <td>视频剪辑</td>\n",
       "            <td>6-11k</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>\n",
       "        </div>\n",
       "\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x15a5d35b0>"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts.components import Table\n",
    "from pyecharts.options import ComponentTitleOpts\n",
    "\n",
    "\n",
    "table = Table()\n",
    "\n",
    "headers = ['comp.compName','job.title','job.salary']\n",
    "rows = []\n",
    "for i in range(len(df_ana)):\n",
    "    rows.append([df_ana['comp.compName'][i],df_ana['job.title'][i],df_ana['job.salary'][i]])\n",
    "table.add(headers, rows)\n",
    "table.set_global_opts(\n",
    "    title_opts=ComponentTitleOpts(title=\"Table-基本示例\", subtitle=\"我是副标题支持换行哦\")\n",
    ")\n",
    "table.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1e29e6bf",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "name": "python",
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   "version": "3.9.12"
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  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "285.195px"
   },
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 },
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